{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import requiered packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File('E:/1-DENIS/Biomarkers/SPH dataset/records/A00001.h5', 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "signals = f['ecg'][...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12, 5000)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signals.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for pos in range(12):\n",
    "    axis1 = fig.add_subplot(3,4,pos + 1)\n",
    "    axis1.plot(signals[pos])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "normal_ecg_age = pd.read_pickle('normal_ecg_age.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ECG_ID</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A00002</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A00003</td>\n",
       "      <td>63</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A00006</td>\n",
       "      <td>46</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A00008</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A00009</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13900</th>\n",
       "      <td>A25755</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13901</th>\n",
       "      <td>A25756</td>\n",
       "      <td>76</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13902</th>\n",
       "      <td>A25757</td>\n",
       "      <td>55</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13903</th>\n",
       "      <td>A25764</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13904</th>\n",
       "      <td>A25765</td>\n",
       "      <td>52</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13905 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ECG_ID  Age  Age_class\n",
       "0      A00002   32          2\n",
       "1      A00003   63          5\n",
       "2      A00006   46          3\n",
       "3      A00008   32          2\n",
       "4      A00009   48          3\n",
       "...       ...  ...        ...\n",
       "13900  A25755   44          3\n",
       "13901  A25756   76          6\n",
       "13902  A25757   55          4\n",
       "13903  A25764   20          1\n",
       "13904  A25765   52          4\n",
       "\n",
       "[13905 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "normal_ecg_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=4).fit(signals.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_pca = pca.transform(signals.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 4)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_pca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(new_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_pca = new_pca.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tM0i8eIH3vUhvyZ4JxPnhtgI3XeoWhaDR6MnDqqOVu5bny4ncbcTT8kIPdiAg8eIF9sbkNqhpQGjEvFAnQegHnvEcvNEuO602AkNva0sFGj1Yn0m8eCFUbkw93IxKBMQkq9NzJaKzcTJkCZlVpTXqBdWuRX7OtYl50dll1jUkXrzAu9PRW6emNaFkktXrIEA0DT0Palq9NHB1G2kkHrUKzNYSPRwGiRcvsDemXq0XWqJ+nhflbZ7QZSbURquVmdUrU/uZUnzXNuKHnkWqniHx4gXulhe+xUvoNV5Hq06UhZdI1WxlWz28NrUA9DyohYblxYHeYo4I75B4IVSFZ8AuQeiJQLgtVCtTM6sFx6nSGqVZCMU+Sg+HROLFC7I8L1zK1yp5iTbVqF1PYNxGvJYH4FKsaz3aVEN4QatVpXmj16YHRDzq9Fw5owc7PYkXL4TK9Fw93IxKBGRhRr2eLCKo0CxJGpfCmYFfowy7fGNe9BVzRHiHxIsX6Mb0D7WtFkIAAgf4LQ+g0WwjumeDAq3W1uFBIFwuoeDaCZWXXT0cBYkXL8guIodXcs1cIRpZE9SuR/72qlXALpleiOaj1b3Lo2TNrEZM6WonktNsYUZ+RRMeIPHiBe4LM9Kd75GAuI20r5IIQQKxLpdaaBavw9G1o53bSGcX1wf0cEwkXrzAXkIa1JSRL6Ggctk6zlLqjN7bT/gLv5k0slp4rG0UgOeO51RprSwv9IxrB4kXL4TKzcgzz0so+MRlkEolVEDPfYdmVgtZnfwsL3zFI7eiCQ+QePFGiNyYPMM4ZNYptWNeQshtFCK3EuEjgXjzV63MEAjYlVmP1C3auSIiAJB48UKoLA/As+1WmdtI7eUBNOqACEJlNFvckEPRWj13fAN2lbfVJpRc23qCxIsX6Gb0jnZvZvqebUT3UstCz7NdAmJ5UTtgV1YPuY38QQ/HROLFCzq4hgFHb9NAvaFnCxsRPMgTsAWsGc1GqxQFqp8jQSvrEbut4wutM0i8eEHg6BLREq0CdtWPedHebaTfq0wEK3zf/PWbzkFWtNoBu/yKltejBzNFCELixQuhoqrlflkBcz7fhyf+96sqDx5X8aJucQEmtI6G8IyuV5XWyF0rX5hR7bKV61GbUJkqrTcRRuLFCzq7nm4JY1TFmYor+O/2QnxWcBanLtQ2u2ytEkBptoalxn6jo+eqsfznU2i0WDWtl+CLVgv2cYl50WxRQ+U61SmbnzCS1aNjkcqiWYC5SkQEugHBTihGkp+qcAiWksv16Nwuvlnlyc+L2msbyT6pWrY7uE2VdtP8/H9tBABERoTh7uuyONVOaI5WuVJ4zDYKwICs+lRpzXLVyK3aoYAeDoMsL97QwUX0BdaaUHypTtquNTc2u2yuwXBBcP5fXn0I4/+9CRdrzVzr2VtUybV8Qlu0CtjlMTBr5gphylbdbeT2g8poNDOLN3prOokXLwhutnlTWdeA/cXqDWasNeEsI17qzJZmly0LanYyW+wqvIRfTl9setmyeuR/K62sQ42p+eLLGfYYBEHAmxtP4mBpFb7aU9yscpXun0uMIEqKj2pW+aHG4sWLkZ2djZiYGOTm5mLTpk1u912/fj0MBoPLv8OHD2vYYjn6XtuIDZTXyGrBdW0jbeBVjxaebL1ZjUi8eEHQ7BVEzp/e24mJr23GzmYM/O4or6qXtusami9e2Dcm9hm7fMWM3yzegtuXbpXV6Q/uZhsdO1eNYa/8hPuX/9Kkcj3jOArW2lLfqH5MypmLV6TtBg7ls3yztwSPfbQbtRwEn9p88sknmDFjBubMmYPdu3dj6NChGDduHAoLCz3+7siRIygtLZX+devWTaMWu8JzYJbVw8NtxLl8pbJ5ZtjlujwAs82zHt7oreUkXrwQiMAli1XA9lM20fLj4XJVymSVewUzIF9RwfLi7hRtOHpe2j5eXqNm0fh8dzEaLAJ2nLoIi8r2ZvZcna5wiIsL1aZmlSsPPrZtn2NEXVV9Q7PK90R1fQOmf7gbX/1agi+aaUHSgoULF+KBBx7AlClT0KtXLyxatAiZmZlYsmSJx9+lpKQgLS1N+hceHq5Ri10JRKI3HmVqleBN9XoCcP551aPFFAK9BR6TePGCuwtqbrTi/uW/YPqHu1R/6IqYt3FrMwZmd6s9V9Q6BuF6FSwv7pZQKL7scE+xIsCvst10DJeuOARYRU3zRIUnTjOzsVh3m1qUM4Koqo6fReQMc/6LORyHmpjNZhQUFCA/P1/2fX5+PrZs2eLxt/3790d6ejpGjx6Nn376yeO+JpMJVVVVsn9qEiiXszooWzx5wjPmhW/IizYWHi3RgwuJxIsX3JlPD5VWYd3hcnyztxQnVZhuzFLIiJfmBIm6u/8qaljLiwoBu27qKat0WBUu1jZVYCgXzk7xLqlsmkvKHazQY906pZXqDfriOWPdaZV1/Cwvx8qrpe1Slc+X2ly4cAEWiwWpqamy71NTU1FWVqb4m/T0dLz55ptYsWIFVq5ciR49emD06NHYuHGj23rmzZsHo9Eo/cvMzFT1OASNTC+hkqRO/dlG2swC0mKc1yJ9gx6mR7PQVGkvuLvpWYFxorwGXZo53ZilhLFYVDRDvMgWTLTf/IIgyMqsNakR88JaeBwPGStemjows29j4sMlCAIOljjekssq64DM1k0qXwm2n2CvRXV984Se0p3EniOebqMjZQ63HWsRC2acO2xBENx24j169ECPHj2kz3l5eSgqKsKCBQswbNgwxd/Mnj0bM2fOlD5XVVWpKmC0m23EoUzNpnnzs1potzAj/3q0dhvpAbK8eMHdQ8yKF3ZbDdjBpTkuEfZeFG/+ugYLzExgaHMHZOd6WM6pYFVQ6oAqas2oYtp96Qq/QZ+1tqg5s0k8rDKNLC+shSfY3UbJyckIDw93sbKUl5e7WGM8MWjQIBw7dszt36Ojo5GYmCj7pyoBiBtRrUzO5SvVw7NsvQowwj0kXvyAvS/ZuJTLKg+eJZcdA82FGrUsL7b/nQf6ahXe9t0JvFIVLC9KnU6Zk9tD7UGftR6dq3KIx+aKF6XgRFbg8Zj2LXKu2lFPWVW96kHOahIVFYXc3FysXbtW9v3atWsxePBgn8vZvXs30tPT1W6ez8hnG6lctoauIq4Cg6PAC8jK2LwsL5pMleZfh5qQ28gL7i5o0SVGvNSpm7zsAmNtudAcy4us7ba7/5KTG0oNV4WSwGiwWHGeabsqlhf7/0VOli7VxQvTUZxnAmqvmC2wWAWEh6nXk7BCrKa+0aNrpDmUMyLMYhVQa25EYkyk6vWoxcyZMzF58mQMHDgQeXl5ePPNN1FYWIipU6cCsLl8iouL8d577wEAFi1ahE6dOqF3794wm8344IMPsGLFCqxYsSJgx8B1GjBnt04gluVQP2CXtYioW7YvdeoZPRwFiRcvuHt7KuRoeWFdFaZGK+obLIiJVGfKp3NbVXEbKXTS56tNsu8rmziTRm6+tn06w1u82P83NVpcyq4xNcIY27RB33n2Q53ZInN/NVoFmBqtql1rlnKnad61puAWL3fccQcqKirw/PPPo7S0FDk5OVi9ejWysrIAAKWlpbKcL2azGU888QSKi4sRGxuL3r17Y9WqVRg/fnygDoGr9YK3W0fpueMD27/ytLxo47bjJZJs1mDO1jZwvGE5QOLFC0r3fKPFKnPtqDl4WqwCTl+QD85VdQ1NGtCU3UY2y0tUeBjMFqs6lheFc1TmlJSuqe4ppU5HDKJtFRWOK2ZXgaEWossuMtx28hosAmqbIV6cEc9RTGQYTI1WCIJNTKotXuobXM+RHhLVTZs2DdOmTVP82/Lly2Wfn3zySTz55JMatMp3eAoAd8kb1StfeZtnPXoLanaUrcGg75T1m4d1Vm9uI4p58YLSG05ppTxmQE3LS1lVPcwWKyLDDUiIsWnLpgoM9mYUb3UxxiKrbSsAagXsunak5+zuEHGgV6MeEVE49kxLAGATd2oidgyiSyclIQYJditFc+JSnE3xogjLMMYiPiqi2eW7Q3SzxUWFI90YY69HheSEhEd4ul74W174WUTk9TDbqrvWtHF9yQUYfwXAqwqdaRcSL95QWuPDeXaRmjEvZ+1lZ7SORZtWtrVumj7N2NXycsA+xfi6zkkAbKKiuW+FSm9pYrButxTbFPIaU9PqUfqJ6FbrmW6bHaK2eHGuJzUxGvHRNnGhRoCziJirplNyHOLtQrVGRZEncvScbZp019QE6Tj0YHnROzxnu8ifC75+I+2CXVU+R7J6NBJg3GrhX4ceEtOxkHjxgtLlFN9kOybZrBdqWl7EadLtW8ciMdZueVEhXkREbHufDra8KBar0OwlApTqES083VLjpXqaso6SVeHtSRRGvezihVfA7pEyW2K3bikJjmuhkrgQIEjZezu1jXOII5P6QkxMUNc9JV4SSWpawghluAbswvW5ULd85W2e8A1q5ocWyfBYJ5Em1h3uNTQfEi9eEBSeANHycnV7IwDbQNBoUWdRPbHs9q1jpYBKNWbqiNN/xRT33VLiEWGfNdPcuBf5Ega2bTGeo1PbOIiTc5piVXCeVVHfYJGyDotuI/b8NFiszU7CJoqXo+dsg36PtAQkRNuuRXOsPM7Tk0XLS3Y7h+VFjaSBzhyzW166pyZI95SaFiTCO6oH7HIemLVL8MbOCFLb8qKR24jZ1mJWkxZuIz1YYYJWvCxevBjZ2dmIiYlBbm4uNm3aFJB2sJpEvJxFdgGQYxcvgHpv5KJbp2d6ohQv0vSYF7nbyNRokfJ9ZCa1QiKHeBRn60h661jGqtAE8eL0WRzwE2IikNnGZvmqYlxfT362F9fPX4evfy1pQuvlnDhvq6trSrwqlhdWvAgCcKrCLl4Yy0sNB8vLvuJKAEDX1HgpjoosL1rAb2DmTSBWxFa7FqXs3DzQwsLDxufyOhad3aLBKV4++eQTzJgxA3PmzMHu3bsxdOhQjBs3TjY1Um3e2ngSnWatwj/WHJZlI1VK5nXM/kaenRyHBPugc/mKOnEvJ8/b3pJ7MG/JTX3bl1leDLZAV0EAYiPD0TYuyhEQ3Ey3i9JNX1ghWpAcwa5NGTCdg+7EZQF6pTnEnS1viQVnKmrx+W7biskf7Wj6vWKAAQ0WK87YxUWXlHjmGJp+rtgBzGIVpHOU3S6Om6ioqm+QrHndUxMkwcpzKQLChmZ5XjiMOqGQWl+rmUyy6d7c3EYO9cLtepB4aT4LFy7EAw88gClTpqBXr15YtGgRMjMzsWTJEi71LfrhKF5afQgAsGT9CVz78o/SICmPuRBQZ7bgsD0WIqttKxhb2QaDyyrEXdSaGqW3/TRjjFS26BYRBEEmrLzhvObQ3rOXAdgCRA0GA+NCcD9gWqwCXlp1EDcu3CDLBuuuHkGw5S8R3UZd2jne9pvkNmK3BeDkBZu469wuDjGRYYgKt93C209WYPg/10v7bjtZ0eQB2mAA1h85jwaLgNatIpGeGMMISf+P4VBpFY6X18g60MKLV9BoFRAdEYb0xBgmINi38n1dbXzzsQvSdoYxxi+RpAfTcTDDNc6CY/Ze5zL55kjhOfDzFxWAk4VH124jfT3vQSdezGYzCgoKkJ+fL/s+Pz8fW7ZsUb2+i7VmvLbuuMv341/dhLOXbAOMiCAA+0sqpc89UhPQWhQYHoJ2C85cRKdZq9Bp1ios//mU2/02HTsvbWe1bYXEGHnA7jubT+Hal3/Efct2oN6H4Ff2VqxrsODxj/fYj8P2F29TsQ+UVOLhDwrw1qZTOFZeg+te/hHf7JW7YxotVjRaHb41AQI2HC2XPhtjI5kB01ZPeXW9S6Zft8fg9KR+vKMIANAtNcEmwOyWhBn2YxOxCkDBmUs+lb/+SLnsHESGh+HLPTYLzrBu7RAW1vRp65V1DfjN4i24YeEG1DGB0bsLbUKyZ1oCwsIMiI/2PBXbahXw9a8l+GDbGQx6+Ud0fmo1Os1a5ZJt2Jl/rT0KAOiX2VomWL1Z2xotVgz5x0/oNGuVFM9Va2rEWxtPNmu9rZaEnlPfy15I1C9eEZ5xQTzhne3YpT5N6gh+gi5J3YULF2CxWFwWYEtNTXVZqA0ATCYTTCZHZ1pVVeWyjyfWHiyTXEObntQQcYMAACAASURBVByJMYs2SrNvhvzjJ7x+1wDZ/j8esg3ME65OR1iYAa1jbdOZxenSpkYLGi0C4uxv0g0WK25bslX6/dyvD6LBIuCD7Wdw24AOsrKXrD8BALhvcCdEhodJbpHKugY0WKzS39cfOY9nvtiPf97eV/GY1uwvxdQPdmHx3Y62rzvsEBSjeqYAgGMgU3gLP1dVjzvf3Obyt+kf7safP9mDbikJ6NPBiI9/KcIt/TJk+zzGCAmDwSAdx8UrZhwpq8aYRRttx3v3AIy72vPaM6x4vFBjklbEvi7bNtXbGBuBCzUmKZ6mX2ZrdE2Jx2cFZ/HLqYsY2SPFY/nvbD6FF1cdkn1XXlWP4+U2C89vBrQHACk/ylk/FzX86tcSaZbVwVLHvfnU5/sAAAM72Y4jPkZ5KnZ5VT0+3FGIdzafUrSWTPvvLnw1/Xq3SauOlTvckAAksX3Rg3g8cb4Go//fBulz1znfYtczN2LAC7a1hj7fXYzVjw91+3vCBs+AUe6WEY2tCQDfVaV5xhzJgo7VmbfhAvt483KBaeUqVIugEy8izp2xu6yC8+bNw3PPPed3+TtPX8T8bw9jp/3t/C83dkdmUitsnTUafZ//XtpvyQaHVUYA8OlO25v/SLsAkNxGVxowb/UhvLHxJADbTKTPHs7Dmv2ugkt0US20vxWLiPk4hnVPBgBZfMKPh85JAzcA/K/gLP5XcFb6vPGvI9HRnnhu6ge7ANgGNiX+kt8DADzGvMz/9rBMuPy/2/viL//7FYAt0+zB0ippMP5ij8MaU1XXKK1aPbSb7TgyWscCsFlC5ny+X9r34f/uwrQRXdA1JR439c1ARLirIZCNOfqMOd7eGbZp0olO2W7/c1d/bDlRgc8KzmLHqYuKx2+1CjBbrIgKD3MRLoBDzHVuF4fh3dsBsAXtAsDGo+chCAJ2nrmENq0i0TUlQbEOkTX7Sz3+/Rq7eBFjp0TXmiAI+Otne2XHrMS+4kpc9ffvcOiFsWi0WBHmRsQ8McZ2zcXp/aft8TwXakw4V1WPMxVX8PcvDyA5Pkpyi7KIwgWQizDCPTxjLrhn2OXslpLK5hkXpNFsI6vCpA6e8HKB6UCvyAg68ZKcnIzw8HAXK0t5ebmLNQawLdA2c+ZM6XNVVRUyMzO91nO+2iQJFwAYm5MGwCZGHhiSjXc229w7+4sdHfVPh8ulN9Zx9v1b2wfP574+KCt/X3Elejy9RnrTbRUVjjcm52LyOzvctkl8Qx/e3W4ZYSwvr/5oE1F/GtYZVquAtzfL3U/D/vkTDjw3BrVmz7EME/ukSwsLihaRs/ZFJosuXsGHOwpRVdcgBb7e2r89HhzaGVdlJKJTciuZFUmJNQcc122B3TKUnRwHAFi5q9hl/8V2a9LMT23C6O17BiKvS1s88uEuZCfHSTOKAIcVITk+WhKybKp+g8E2xTw3qw0AYOeZS7jl9Z+RnRyHBbf3xRe7iyUB5gs39EqV6hET4gFA9uzV0vbkQVl44ZYcALZO5anP9+Eju2urZ1qCohBgufEq2z0txQXZLUgfbDvjIlwW3dEP12Qnoc7ciK4pCZj71QEs33IadQ0W7Cm6jFte/xk3O1nBRNolRAOwTV0HbDPmNh0773I/+rIQ6MMjunjdh3DOlaL2NGB3H1Qqn3NAsFQ2z6nSmgUdaxGw64Cf5UVf8iXoxEtUVBRyc3Oxdu1a3HrrrdL3a9euxc033+yyf3R0NKKjo/2uZ2CnJEwelIXiy3UYl5OGbqmON+inxvfCpL4ZuOX1n2W/OWmfpgtAcgt1bhfvUnZEmEFyd4gJ7Jb+IRdDu7XDv+7oiz9/4n4AHdCxtSQuRFeFOH0aAMb0TkW/zDYY2CkJT3+xT1p/BwB6P/ud1+N+7c7+0vZ1ndvi7c2nsPVEBQRBwCMf7sLes46YnsSYCPy/2/sizN6e3KwkHHhuDFbtK8WW4xdkFhdn2sZFITUxxt7mNJm4G90zBQt/1w8PvrcTO07LrSNT3tspba8/ch5KLLqjn7TNipf2rWNhMBjQOTkObeOiUFFrxp6iy9hTdFkSY77SulUkZo/rKX2Oj47AmN6p+O7AOdl+7287g/e3ncHArDYyMQzAq3B5976B0rVmk8c1WKxYusFmwcswxuD313ZEVttWuLlfe9nvn510FZZvOQ0A0r36pcI12f3MjdK2eE3MjVaPQnrFw4ORm9UGDRYrhr/yE0qY1a//Nran298RDrguD8B5nNEqwZusTo7l6dV6JGKQz5XmAk+xzYOgEy8AMHPmTEyePBkDBw5EXl4e3nzzTRQWFmLq1Kmq1dEuIVp6Y3YmPMyAvh2Min8DgAeHZkvb/TLl++18+ga0jYvCzjOXcPtSm5UiwxgjuVBu7d8Bo3qm4ss9xfj7lwdcyu6R5hBR3VMSEBMZhvoGm12yV3oicrNsboaxOWmStejLPcVSMK4nrm5vlD0E/TJtWXbPXLyClbuKZcIFAH4zoIMkXETioiPwu4GZ+N3ATCz6fX9MfG2TzDol8tzNvaXtjNaxeHpCL7y46hAm9knHa3f2h8FgwKdT83CmohY7Tl3EXz/b67X9IkPs5xKwCSNxwP5q+hAAtgf9+Ztz8MiHym4zZ35/TSY+/qVI9l1/e4AryxuTB+LfPxzDv344ih6pCThyziFOnIWLL/TPbCNtJzAJCV9adUhKtPfl9CGS1cQZg8GA2wZ0wIpd7l1L13RqgzZxUdLnqAhX11zHpFZIiInAx38aJLVDJDI8DFtmj8bDHxTg2/1leHNyru8HSEioH4zKd3DRbrYRv3o0i3kJkYBdinlRgTvuuAMVFRV4/vnnUVpaipycHKxevRpZWVmatUF8g2etLSJi/ABgG4CS46NwocaMQZ2TkBxvG2iu6ZSEEy+Px8GSKnRLjZcNhMbYSIzqmaIsXhgLUFiYAXde2xHLfj4NAHieEQQsN/drj+e/PiiLibnz2o4uuU7uvq6j7HNyvC3XS3V9o+ROGd69HR4d1RWVdQ24vmsyvDGkaztF8TKxj9x9MWVoZ0wZ2tllv6y2cchqG4fbB2birY0npXggdzw2upvs87icNLx0aw4GdGyDJGaQntAnHeOvHo8T52txw0JH8On912djVM8UXN+1LRosAiLDDbhYa3YRL10ULGoA8PgN3fD4DbY2XKgx4U/v7cT5GhPyOrfFpzvP4o6BmZj3m6tRXd+IHw6dw7Du7ZAQE4Gez6xxKYsVFWl2i8jhsmrJYvPspKvcCheRh0d08SheWDEs8sfrO0n31KI7+uGW/u1d9nFmyR9ItPiLILj7oG7ZPMYZpWU5eKBVzAtPTSF3ffGpQwu3EQuJl2Ywbdo0TJs2LaBtePXO/pj42mbZdw+P6ILoiHDpc1iYAW9MHoivfy3BNKdYgPAwA652Y8HpwMRysNzqNAPp6QlXoV9ma1ybnYR0Y6zbthbYXQNV9Q0QrMD5GpOLeEm1u6FEDAaDS76QJ8f2QO8M91YnZ24b0B5LN5yQfTdlSLabvT3z4LDOeHBYZ1ysNaOuwYLr569z2WdYN7mgMhgMuPs6ZVFrMBjQNSUep+dPUPx7VIStS2gbH42Xb70a6w6fww/22WRKwcPOJMdHY+W066XPr/zWMfvL2CoSt+U6ruWmJ0di6Cs/SZ/FGBeR9Nbya5PXuS3uzevktQ1dU+JhjI10u4REDHOvivx94lVIjo9G99QEKeaGUB+egxpvy0ggktSpbh3RyCKiVXwQ7zr04CpiCbo8L8FETnsjPnpwkOw7cbYGS25WG8y9qTdSEmNc/uaJHXNGu5RjdJo9Ex5mwM392nsULiyJMZEwtopEl3ZxCn9z1apsrM81ndr4JVzE378xORcDsxwuEF8sNp5IiotC+9bKx+vOItJc7rquI3430BHo7YN28YvMpFY4/MJY6XP3VLlFJNHJXfPv3/dzcdm549dn87Hi4cHYOzff5W9KZRgMBjwysisJF87wdCfwnm0kS/DGdeDXajq5umWzaJ0Th1sdGrnZ1ILEixfyurTFo6O6Sp/7eIiF8ZeUhBh88+gQ6bOSMGoqBoMBv8y5QZriC0BxGu0jIx3H5izUfGVM7zTk93YMhNGR6txW3/95mMt34uwtHrCuvXA3U46bV75jW0mX3Hmtza03ZUi230I4N6sNEmMicWreeHw13WEN4nAYhI/wdYnwK9u5TM2SvaldHtNwnq4WLUQSVwuVQh060C4kXvzF+Q1ZTWKjXE38zaFdQjQeYFw4SuLlxqtScXr+BJyeP8EnV4k72LU31Br4u6cm4PT8CejU1iHq3CVjUxtfrR5NRek4np10Fdb9ZTiennhVs8qNCHNcRx4ijPANnrNdeAejajZTh91WOy5Itq1vt5EgN+NxqoOtIvjVC4kXH2C7/4hwdQcDdmyJjVRXvADytrtLYKZKPaxVQeWBP4bDeVGC97liBZ5S6TGR4YpT7/2uR2bhIfESKPi6RPgG1GpmeeFpndLMesTfbaSVmJTqCH7tQuLFX3gOBq1Utrw4o9U4xtlooQnhHA4iEKIiFK6FXvHVqtCkt3XOb8nOC9LygmuSOjfbasO6pLSIFeHnNtI2dqe5kHjxBWagUXvMYd/GeVgY2PZqJV7Udu1oFTympbgI4/jk8bSCEZ6xWAXHDD4vlv5LtWYMnvcjpn+02+965DEQyvv4uvK4t/K1Gvh5xrxol6uGTx1aTF3XW54XEi8+oJXrJUrtKS5OaPe2r249gXiQeIz5mrnwmJrIbaQd5kYrbly4Ab97w5ac0lva+B8Pl6Oksh6r9pb6tEo8i7eYlxe/OYh+z3+PY+c8Z3l2X742Az+7dhnf6eTqli2rRwNhwZ4nTVxTOlAvJF58gL2Mag8GvN+StRrIeM7UCYTlhYfbKBCEyGHogn3FlTh5oRY7z1xC5ZUGuVVB4RY+Vu4QFuL6Yr7iHPPCDjY1pka8vfkUquobceviLf6VKwjYe/YyTA2O1Qb5Wl44iiSN8q9YNahHJvI4TZ3iP/1eXYI2SV1QwVxUnoMBl7K9TM/lUI3q7imtHiTeQo8VeHoNnibcU13vSBTY9/nvMXlQlvRZ6R4+bl9FHgCumG2WF6tV8OmaOY+RguC47m8ySSPFhT59ZdW+Ukz/UO7G8mU8tomeSrRvEytlGfcFmUVBpQd91d5SLN1wQnYe+U6V5jvoC4KgSVZd5zqDHbK8+AB7GdWO59AyzkKzacZ6VS8MvC0vWglJchtpx9Nf7Jd9fn/bGWlbaSzYX+JYS6y+wYqDJVXo89z3ePSj3Sg4c9H1BwzOxbEWjBinwP9GixW+4ixclOpS4u1Np3Dz6z9j4Is/wNTomwvM3Gh1coeo86A/8uEu7CuuxK9Fl5my1UcQBKzZX4riS3XSdzysxOziu7Z65X9fUXAWk9/ZjqKL/lnvnAnEYpzNgSwvPmDlaHmRv+2rW7atfAdcB0zZ2766ZWuW7ZGzlUpunaLZRqHGWWYQc8b5Hi6vqse5KpP0ua7BIsXKfP1rCb7+tQTREWE4+PxYRSHd0CgXJOybeXW93NpyrLwGvdITfT4OZ5zfwosv12H2yn1IjovC/UOykdPeKFuTbNSCDdj8t5Ee7/FtJytwzzs7uE/5dpQtL9xiFXC6orZZGbvf/fk0XvjmoFM9TS5OkYoaEwqdRImzq01cl27oKz9hx5zRSEnwL8GlCA8rGE/I8uID7IXUKm6ER5l8g0QdqB6wq2ppvsEl/kgrFx7leeGOxSpgf3ElGuxWDX/dMztOyy0rBQqrkpsardh+qsLl+zqzBXVOAb6sCLh8Rb7O1ZGypgXtSmU7PYALvjuCjUfPY+XuYkx8bTOOl9fI/l58uQ5rD57zWObcrw7AbLGiweJ+qnRFjQnDXvkJDyz/pVntByCrBwCe+/oARv+/Deg0a5UULH2mohbnq01KP1fEWbgA6vZV+4srkfviD3hq5T63dTgL5r/+b2+T62u0ur8WwQiJFx+Qu43ULVvT6bk6fdsPgOGFe2ZavpYXmm3Em2n/LcDE1zbj3z8cAwBMfme7x/1drBdOg843e0vc1LNL9rnObMGwf/7ksmAsOzjXmeVC6tSFWo9t80ajVW7luVAjH+DZVdtFvt1f5rHMc1X1Lt85P+cfbi9E4cUr+PFwOd7fetqntrqjwcl19t5Wh0tv/reHUV5dj+H/XI9rXvoB+4srnX/uM0qxIst+PoWb/rMZp/28Dv+35TQA4IjTjDFWWBRflt9HpZW2z9X1Deg0axU6zVqF5T+f8ljPjlMXMe7fm7DtJCOUFfrcD7adwae/FEmfL9WacfPrP2P2yr2oqm9ottvKX0i8+ABPywtvtw7PQFpZPRwtPIF4C+AdsKuVpCC3kfpYrQK+O2CzLPznp+Ooqm/A7sLLHn/jfAc7C4CT55UHNmcryoGSSpyvNslM/ABgYiwx9faZQplJtsVN/REvSveL2clF1aZVlNdyvFmiqupd/+78mJcxAuejHUXwBXfxNqx4cT53e89extL1J6XPD71f4FNdfTNbu3yn1FU99/VB7D1biREL1suCur3RoY3yWnesQKozy4/36LkaVNU3YPD8ddJ3c792tRCx3PvuDhwqrZLFbDn3uRdrzXj6i/14csVedJ/zLaxWAQ/83y/4tegyPtpRhD5zv8fQV37C7kJXCyIvSLz4AGuS1bPlha94cWzrNc+LTIBxX9tIm7L1POV78eLFyM7ORkxMDHJzc7Fp0yaP+2/YsAG5ubmIiYlB586dsXTpUi7tOlhaJfs88p/rpe0f/zIcPdMS4IzzPVzhFIQp8t2MYXhsdDe8fc9A6bvLVxz7Osc/iJgYgSG6lHqm2eJcDpdVKf7G0TYBn/xSiJ+PX1Cc1WJ2slpcrFVu+6S+GVjx8GAAwNqD5/DLafdBx84CAnAdMGsZAXSwtAqCIEjWBHdtqLyiLA7YY3AWELsKL+NdxjoRF+1bslCllWKcj2HfWbkVx9M5ccbdo8tea3GWWm5WG+m7PnO/d4l7mvO53PXE4uyCBOQuJAAoYSw8ZosVn+4swi4FwS5OzXfOWzT5ne24fv46uXWnmZB48QG+MS/8svc6l6nfJHUa5XlhtjnnC9Qs/kirwGC1+eSTTzBjxgzMmTMHu3fvxtChQzFu3DgUFhYq7n/q1CmMHz8eQ4cOxe7du/HUU0/hsccew4oVK1Rv2zNfymcVVTADaZd28XhGYWFN50HtfI1rbEWYAchOjsPMG7vjhqtSYYy1LQLLxmG4i8mol1le5APasXLb27g7fj1bib+t2Ie731Z2fTlbXpw/i7x2Z3/0Y6wRd721zW2divU4iaQKJ4HCunqcr4HI5Trl42xk3GqiNatVVLjitO4aBauQYpkKAsz5u31OLqjtJy/i4x2FeOj9nTJxJnKuqh7Xz1+Hpz7fh5+OlCvWa5aJF1sZ8dERGNDR1RIk8t/thRi1YD3+t9M3C5azm628Wu7m8+QWXLz+OK6e+51MqJRV1qP4cp2qVnQSLz7ADp48Bx0+rgq+5Uv1uKlTDQISsBsi8Ud6tbwsXLgQDzzwAKZMmYJevXph0aJFyMzMxJIlSxT3X7p0KTp27IhFixahV69emDJlCu6//34sWLBA1XYJgoAzFcrWj3/+tg8AICbStVt1vocv2a0p7OCZboxFVITjt+0SbH8rZwSLu2eBfRsXxUu3lHgkREdAEIAn3QRyLll/Are8/rObUm04i5UGq6t4Ee+z8DADftO/vW0/i+BXQrUrTi4Q58H92a8OSNur9pZixylXK4azm01qMzMY19tdS7a15FzbV1JZ7+KOUUJJfDhbHC5dkQuwNzaexKyV+/DdgXPo/ex3sviaRosV1738I4ov1+HD7YWKlg1A2crWKioct9rPu8ivz+aj4OkbpM8nL9Tir5/tlY1n7txsVkFuHXOerr3h6Hlp+1939MW/7ugrfX5lzRE0WARZoLHYTjUXHybx4gNyy4u6ZfOcYuwM13GMo8tFO7eRY5u7uNAs/ohfPbwwm80oKChAfn6+7Pv8/Hxs2aKcMXbr1q0u+48ZMwY7d+5EQ4PygGYymVBVVSX75w2DwYDtT43GZ1PzMH1kV9nfBnZKAqC8RpnzPSzGpbCxL6mJcitAO7uwYfepdGNZYAdNdqCotg+waw6UyQat7Scr0GnWKvxjzWHF8licxQtrxVj+x2vw4i05OPDcGOm7f/y2jzRIfbGnWLFMpfvyipMYqG/wnJ9GnFrO4iwWRFjxImYPjo4Ix+Oju8n2a9PKZu1SihPaX1yJpRtOSIJMKa6nwSLIzpdoKbulX4Ziuya+tlkqp+ucbxX3cUYmXuwiKzYqXLr/AKB961gYYyPRNj7ape6Fa49K229sOAl3sOesyn7f9elgdNnv1v4dcGv/Di7fn2TOoXh/xqq4+DCJFx9gXx5UT1LHbHOxvMjcUvqcbRSIgF3+SerIbeSOCxcuwGKxIDU1VfZ9amoqysqUzdVlZWWK+zc2NuLChQuKv5k3bx6MRqP0LzMz06f2RYaHYWCnJDwxpgc2/HUEdjw1Gj/MHI7s5DgA7hZYdQqwtb/xsqb+nPbygUG0vLCuoio34kVuebEPzpHh+MOgjtL3R5mMvu8xCfRERvRoh0dHdXX53tmdIw5q7z9wLUb0SMEfBmXJjjkyPAw57W3xNjM//dWlPHcZY684WS3cWQWmDMmWtp2T+bmLJTI3stYGUbyE4faBjmv+2p39pWt46kItPt1ZhKe/2CeJkYmvbcb8bw+j81Or0WnWKlmeHhbWaiNaZ7o7xUGxj2XOs99h/rfeRaTjWFxjXlpFhaNXeiJmjesJAHjFbgUEgCfH9sT1Xds6jnPdcfx0pBwL1x6VCRmXemRxQrbjuNrpHr3rOsf9NS4nzaUM0fUl3pMxESReNIXHkvMiWg4uWmV1VXuacagsD8CilUWE95Rvnjg/G4IgeHxelPZX+l5k9uzZqKyslP4VFfkWD8CS1TYOKYkx6JriSHamZBp31t/i2//fJ/VG5+Q4DOmajKfG95LtoyRe3FlerjDTo1nLy9MTHPE3u5iZIGWVjhiG2wZ0wJuTc/HuvdfgL/k98OGD1ym2VUQULxEeTMW3DXC8iTu7jo455YWRjsEkFyvigPfSrTnSd6/fNQCzmfN025KtMguBLzFBoiiKighDTGQ4Ft89AC/fejUm9c2QruMjH+7Ck5/txQfbCvHKmsP4QEHsueNKg+NaOIRSOH5/jUMoHX1xHPozwnUps6TDE/ndpe2/je2J9+6/Fi/ckoNBnZNk7Qdc3TFTh3fB6fkTcH3XZGmfjNax+O+UQfj28aHSd39c9gte/fGYx+NgEyGK1qGEmEj0Zawvc5hrMf83DsHE1vPKmsPS79W0vFCGXR/g+eLP2/LCCi+t1tNRW5CFyqrSLBp58Li7InmQnJyM8PBwFytLeXm5i3VFJC0tTXH/iIgItG3bVvE30dHRiI72fR0eX1GyvDhbD8VBLT46AuueGKFYTopdvIg5UWpNjdh5Wnkq6sVah6gRB+qYSNvgfEu/DHyxp0Q2U0ksc8XDecjNSpKVNbhLMrbNHo2wMODal35EtakRjRYrIuxR7GJQaqTSdBs7v83tgFn2mIfOT63GyZfHS+5kd1O3zRYr6hss0vkTB+ncrDb4edYoRIWHSYLuxqtSpUR43eZ8i+9mDENW21b41w/KlgQ2r4yJsUwBwPir06W/TeiTgU93npX99u3NnvOkOHOptgHpRts0dfZazL2pNwZ3Tcb1XdoiMjwM/7itD/L/tVH2228eHYJe6Ym4uV97ZCbJp0qvO2Q7XlbkmRlx5I1e6Ym4tlOSS4JEd7C5g8QZWgkxEUhNjAFgi9WJi3ZICGOrSPwwczi+O1CGf353RPp+8XqHMFO2SjYNHXZt2sNztgvvOAutsgPzjAvSbLaRhlOMeVrctLQg8SAqKgq5ublYu3at7Pu1a9di8ODBir/Jy8tz2f/777/HwIEDERkZya2tSvhkebEPzNER7rvg9Na2AfCLPbYEdn9c9oss9wnLpmOOAEpxcBYHCnEG0GH7FG9BEFBud3m4SyWfZoxBEpPPhbX4iDEvER6m5EUwriPAJmDK7W13dpF88+gQRNnLYuN7WFdD+9axknABgEV39JOVMWbRRvR8Zo3su7G90/DpQ3kA5DljJGuIQvuHdUt2+c4TKx4ejJ1P34CV0wYjq20re12OacX1jY5jiIkMx019M9DWHsvUPTUBKx7Ok/Z9dFRX5LQ3IjzM4CJcAKBNnO16XGTieiQrmAchyfLp1DyXuJV+ma1lgeLOZQMOy0t8dASeGt8L/Tu2xrI/XuPym64p8XhkZFcs/cMAxfoTotWzl5B48QGeQyfvtY1k8TocrzZ7jvS6PIDMCqbjPC8sehQvADBz5ky8/fbbePfdd3Ho0CH8+c9/RmFhIaZOnQrA5vK55557pP2nTp2KM2fOYObMmTh06BDeffddvPPOO3jiiSc0b7uSIGHvYUEQHAOowswkkRRmsP5id7HHN+Yv7QLHYhWkWAWxHV1TbPEWPx05jzc2nMDpiiswW6wIM0AmCJyJCA9DYoxtsLnEzOJxuI0831vv3y93P1378o+46T+bZZaX0/MnIKe9UWoHm+5eEngK5yguOkISJkocfXEclk7ORfs2sVK5Yrs9lWswGPDhlOvQvnUsvv/zMPuMJDmn5o3H6fkTcHr+BORmtUFyfDQGdGwjzUJ7aZVjnSfR8uLuOudmJeHYS+Pwy5wb8Jf8Hm6PBwDa2sULu+CkeEyRfuR2+Gr6EEwf2RVXtzdi39x8fPHI9YrT31n3VI3d2hMfHYFOyXH4fNr1GNkjxW0dY3PSFb9Xs18l8eIDXN1GHN0tgNxqwXUY4zidPCABuzqeKh0KaxvdcccdWLRoEZ5//nn069cPGzduxOrVq5GVlQUAKC0tleV8yc7OxurVq7F+/Xr069cPL7zwAl59d3MjSgAAIABJREFU9VXcdtttmrc9LMzgImDYuI8GiyA9Lp7M/WwczYxP9vhUNzvgiJYXNshy3reHce+7OwAA13dN9mrGF9/22Vk8DreR5+GjTVwU3rv/Wtl3e5mkbWwiPjGx33/WHQdgE2Gi28JdkOe12Ul4Y3Kuy/fPTrpKsiSkJzosSwvsrgw2YFeJwV2T8fOsUeiemoBPH8rDb3PlM2nc9dNiRuMTTLZkU6P3QNVIxh3miVZRNiHJ5lgRrWCeXHhKPDGmB75+dAgSYmxWSaXEijUm18DjOD8sJ8vus1lm+irMUFIDEi8+wDNgl4XHyz5PiwgLa+FRO85CM+2iZbZjrqU70ONUaZFp06bh9OnTMJlMKCgowLBhw6S/LV++HOvXr5ftP3z4cOzatQsmkwmnTp2SrDSBICFG3smzMzdYgeHJbZQcH41rs5Ncvp86vIu0zebxqK5vkE0vFoWJsVUkFv7OkYdDjH1hZ9q4o7XddXSBCYT1x1UxrHs7t38b2t3hohHdJJuPX8D6I+WyAFtPAmtM7zTsmDMao3varAAzbuiGP17vmI3Evum/sdE2LVhcSsGXOJGc9kYsuL0vZttn8eRfpRxzBQAzb3QE2h4vr5bVpUasx3WdHfeC6F5rsHe8noKnfeFvY23Hl5YYIwkZNlmfuB3vh3gZ2TMFp+dPwMpp1+NvY3vi6+lDmtVGZ0i8+IBWlhcuA6ZGMS9WjpYXrWJeWHgHumrmNtKzetExzp08a5ZnpzV7Ei8AMHlQluzzRw8OwsMjuuCp8T2xZdYotI2Pllw756rqJWEUGW6QxW39ZkAHvHhLjqysMb3dD8QiYq4ZNlGe+LYf5aOrYtVjroPW4rsHyMTD6F4OF8R9y36RiRdv5yglIQZLJ+di1zM3YsYN3V3+Lubj6WSPSXF2q/nCQ8O7YM/fb8TSP7haekRu6utIEvfA/+0EIA/YbS6DuzjE3uFSmzhqlNxGzXvORaGx7anR0r3LLqNQI1le/Bdh4WEGPDyiC65W2QJD4sUH/EgS6Tfy9XTUL5/nukwsVo4iSbtVpR3tJrcR0RxEc7yI3PJi246KCPPqKmbT7Q/MaoO8Lm1hjI3En4Z1QYY9oFd0ORRevOIxn8YfBmXhOrsl56HhnX2yPIhTW9/a5EhmJq4y7WuQaO8MoxQjcvLl8Tj20jjZDB8AGNqtncxNJuZQiQoP80mAR4aHISlOecHI2+xun9MVV1BWWc/MNvKvw23dKspjW8LDDFLenji7i6e+wffZQP7w189s+XMafAie9hcxA/FGJgi81uy/5YU3JF58guNsI3Zb17ON+ImkgCwPoOPZRixkeAkMHi0vDd5nGolkJrWSZu28fe9AxX3i7UJpT+FlJkBUebD85KE8nHx5PGaP66X4d2f2FNmmZouBtILgiEVpiqsiLMzgNlbmh5nDpe2iSzbXlr8CQ4lMe9AuAMz/9pBDPHJYwExMDnewtAqNFqskBNSwvLCU2vP0SEJSxQd9f7FtVtpHO4qk4Go2k2+wQOLFB/TsNpJbRFQvXhG9BuyGzgrf/JZqIHyjbbzcCqDkNvL1bfyzqYOx/7kxUvyJM6I75NV1x31yU/hzT/x9Ym9pWxAE2Xo3zXVVKCE27YB9zR81YkVYq8QXe0qkxG4xHAbiDm0cU5x/PXvZZdp6cxGniItBsE2ZbeSNJXc7pjmPXLAedWaLdM+quTZRcyHx4gM8B0/eU6W1SlInj3lRt2zt3EYOuOd50ahschsFhvatY2WfldxGvsZcxESGezTXj+jhCIoV35D9iefwxBAmU+uBkirZqslquipExMyw2+2LLqp1HGyQ89FztngRHgMxK1J+Pl4hWV7UsCABkHLJiAslNkizjdS7FuOcXHrvbHa4DMnyojNCxfLCcxxjz5HaA79Ws71Y9BzzIq9Hk2oIJ9KN8uRvFTVmfLi9EPUNFofbSKUBjY0fWWJPM6/Wmz47WB0sqZIlLlPTVSEiWi7E2TRqiRd2AcZD9mBXpRwuarLoh6M+TYn3hxT71O/z1SYIgiAF7Poaf+QrW2ePkrYXfO/IWqzm2kTNhcSLD2g2U5fHQCOLRdFmqrTa9fAMmGZh281bW3BdZ4rNFEyWl4CQ4WR5Kb5ch6c+34eez6zx223kDbacTcdsi1CqmYb9vsGdAADHz9fIVpRW821fRMz+etqe8E2tcxQbFS5N2xaFES8XyP32qdo90hwZhtUSSsl2d6TZYkVVXaNPSzU0hXRjrJQfSLT2REf4FjytFSRefICv28gBn7WNtIFrXEoAInZDZXkAPa4qHQo4ixeWi7U2k79aVgXAdUq1mgGi4iyg4+U1aLAHiBoMfJ6RTLvlRYytUUpb31QynKxhago8liHdbGtpiespRYa7D1L2l+iIcBhjbQHa52vqmxU87Y2Z9gUixczBweQyAki8BB4N1zbSK1q5jbRc20grQuU49IYn8XLivG1VZTXFy+M3dJN9VtO8380uXo6VVztiLDglQmrfRn7e1DxHKU5ZbMWMtWqTlmg7BlGkqm3hEafGl1ebuLmNAKBru3jZ52AK1gVIvPgG11WlOQfsaqReeNajmduI2eY95muX54VbNYQH2rSKdHnTFzlSZou5UPPNPzk+Grf2dyRJU7Ns0fJy9lKdlLiMx2AJuAoMNS0vzin4Y6P4DH8ZreXX3Z+U+r4gJg48X22SYpB4TPt2XhySxIsO4eo24r22keolKsNTYARiVWneAbVcY17YbXIbBQSDwYDPHh6MdX8Z7vK3AyW2PBpq5/5IZdbxUSsYGADaxkejdatICAJwotyW94NHsC5gG+jZlYfVTO7WwWkw5uU2MsZGykSX2u6W5ARWvKifpI6lS7s4aZvX+WoqJF58gO+q0sw251WlecJT4Gl1DOzV4B/zwrV4CXIbBY6M1rHo3C4eI3vI1/cpvmxL+Kb2YJDM5JZRO6OrOPX7zEWbeOERrCvSLtFhIVHTbZTZRhtLgsFgQBKTk0ftWU3i6tIXa81cktSxsO5PinnRIVotD8AD7dxGmlTDFW2T1GljeiHtEngW/q4fFtzeF/+47WrZ97xiIQD1rTrpRtsgVmgP3uQpXticNk1ZS8cdaU5uPF4xLwBkSxW0ilTZbWS/zueqTMyq0nyuRxpjzSO3kQ7hKQAMbrbVQitREYjFE9VGFvOiY8uLPI6K1EugaRMXhd/mdkBnpwBItdeJ6cAEuybHR3vY03/SjLbyRKsRr5gXwLEuEOBIxqZOueEyUcdzMGYzLKttsRBzCJVcrvNrhe+mwN6z5DbSIVzdRtxjXjSyvGhSC1/Y8x86SepIvAQLbVrJF2tMSVRXYLB5Rdg3ZjVITbCVJ4oXnpYXNhvxjVd5X/naVwwGA9rGMdYpTgG7gNzyoqb1CHAE0hZduuLI88Jp9ldSnOOeJbeRDuFreWFycnAoXyuDiFbrD/FEbnnRri7Vy2bdRvSEBw1tnNYmSklQV2DER0dI8RBisje1EIVWiWh54WiZFJc4AIDWsZEe9vSfhBiHVSchWt2yWVjxEquy20iMPyqrrJcSHkZG8LkeSYzYC6YVpQEguFoTpHAdl2WWF/WL1y5gV5t6tELPlhda2yg4ad0qCgaDoz9R2/ICAP93/7WoqDWjW2qCquWKQqu+Qf2FAJ35zYD2OLjKNiPLqLJ4OWyfpg7wtSS0jeMXsNsuIRoGA+TrTHGzvDiOQ1wANFig9zIf0GptIwOH93HN3EYhIF7YQ9DzVOlA1EN4JzzMIItLUdvyAgA57Y0Y3r2d9x39xFlo8Rz4bxvQQdrO69JW1bIfG9VV1fLcwc7SUVu8RIaHucQ08VjhGwAymfvVOe9LoCHLiw9otTwADyhg13fYY+C+hgfXJHW8w8CJplJ0sU7a5mF54YWz0OIZ7NomLgonXh6PMIP6cYAPDe+CNGMsJvZN975zMxBnZwFAmX2ZADVpFx+N89Um6TOvPC+sSOrQxn3W6EAQVJaX06dP44EHHkB2djZiY2PRpUsXPPvsszCb1Ys4bwp8A3b5Lgao2VRpTWrhC3sM3PO8aFQ2WV6CCzbpV0KQxRB4om1clCxehPfMk/AwA5cJDHHREbjruo5IjOEX7wIAbZhAVx5WXNadA/CLQQoLM+CV2/pgxg3dpIUag4WgenoOHz4Mq9WKN954A127dsX+/fvx4IMPora2FgsWLAhYu7i6jdhtPce8hEDQi8zyouPlAQJRD+EbHz44CEP+sQ7PTLxKV9mPw8IMSDfGoLreti6T2q6QUKMDkxDvxVtyVC+/tdPMNZ4xSL+7JpNb2c0hqMTL2LFjMXbsWOlz586dceTIESxZsiTA4kWj9PQc3se1mgUUAtpFJlL1HPOiZbI9wj9SE2Nw7KXxgW5Gk2BnmwRbwrJgIz46Ahv/OhJREWGqr20EuIqXlmhhDSrxokRlZSWSkpLc/t1kMsFkcvj+qqqqVG+DVmsb8UCzmJcQcByxAkzPywPIpt+3wE6N4AM7CAdbzo9gpCPH2TmtYx1uowhOLrZgJ6hiXpw5ceIEXnvtNUydOtXtPvPmzYPRaJT+ZWaqb+LiujwA54FGK0kRAvG6MpHKe6q0Vp1NC+zTCE4kMtOWgy3bakuDtbzwzHYczGgiXubOnQuDweDx386dO2W/KSkpwdixY3H77bdjypQpbsuePXs2KisrpX9FRUWqt1+7DLvql6/d2kb6Vy+seOE96HMtn9xGBAfYhHHkNgosrVuxlpegtkFwQxO30fTp0/H73//e4z6dOnWStktKSjBy5Ejk5eXhzTff9Pi76OhoREfznXKo55gX7dxGIQBzELwtIxSwS+iNKGaF51iOqfUJ77BCsqWuHK+JeElOTkZycrJP+xYXF2PkyJHIzc3FsmXLEBYEqlKrJHU80CoWJRSWB9Ay6JjnZRc0tCARLQfWVUSWl8DCTsXmuVRDMBNUAbslJSUYMWIEOnbsiAULFuD8+fPS39LS0gLWLp4CgHfMCy0P4DvOuRN4wtMiYmEuRkwEDTKEOvTt0FrabhUVVENHi4NNGsg9oWaQElR34Pfff4/jx4/j+PHj6NChg+xvgYyp0G55APXRLsOuNvXwpFd6Ambe2B3ZyXHed24mvNJ5A0Db+Gj8NrcDIsMNMLbim4yLaDmwqyOrvVIy4R/pRod4uXwlsElcA0XgfTIM9913HwRBUPwXSLRaHoDHy/g9eVkIMwC/6d9e/cIZGpll7PWKwWDAY6O7YVLfDG51PDS8M/p2MOIWztdjwe19Me83fbjWwYtLly5h8uTJ0gzCyZMn4/Llyx5/c99997lMAhg0aJBGLW4ZsJbJ0b1SA9gSgl0OoMESAm+OTSCoLC/BCo9AWqlszkEJGa1jcfiFcVzf9AFgSLdk/K/gbIv1v/rK7HG9At2EoOeuu+7C2bNnsWbNGgDAn/70J0yePBlff/21x9+NHTsWy5Ytkz5HRWnnBmwJ9M4w4rmbeqNdQjTXjK4E4QskXnzg+Zt74863tmHaCPVXJGWH+mhO8QnsLAFe3NQ3AwkxEeidEVzrXxD64tChQ1izZg22bduG6667DgDw1ltvIS8vD0eOHEGPHj3c/jY6OjqgsXEtgXsHdwp0EwgCQJC5jYKVbqkJ+GXODbh/SLbqZYeFGfDoqK64b3CnoFty3B8MBgNG9UxFamKM95395N+/7wcAeP2uAaqXTQQXW7duhdFolIQLAAwaNAhGoxFbtmzx+Nv169cjJSUF3bt3x4MPPojy8nKP+5tMJlRVVcn+EYReeHhEFwDAiofzAtySwECWFx/h6d75S777t0kCuLlfe4y/Op1M1S2AsrIypKSkuHyfkpKCsrIyt78bN24cbr/9dmRlZeHUqVN45plnMGrUKBQUFLjNAzVv3jw899xzqrWdILTkb2N7YuaN3Vtsv9gyj5rQHS31AQ0V/MmyrfSiIAiCxxeIO+64AxMmTEBOTg4mTZqEb7/9FkePHsWqVavc/kaL7NwEwZOW3C+S5YUgCO74mmV77969OHfunMvfzp8/j9RU32e4pKenIysrC8eOHXO7jxbZuQmC4AOJF4IguONrlu28vDxUVlZix44duPbaawEA27dvR2VlJQYPHuxzfRUVFSgqKkJ6enqT20wQRPDScm1OBEEEHb169cLYsWPx4IMPYtu2bdi2bRsefPBBTJw4UTbTqGfPnvj8888BADU1NXjiiSewdetWnD59GuvXr8ekSZOQnJyMW2+9NVCHQhAER0i8EAQRVPz3v//F1Vdfjfz8fOTn56NPnz54//33ZfscOXIElZWVAIDw8HDs27cPN998M7p37457770X3bt3x9atW5GQkBCIQyAIgjMh5zYSs/HStEeCCBzi89eU7NhJSUn44IMPPO7DlhsbG4vvvvvO73rclUl9B0EEBn/6jZATL9XV1QCAzMzMALeEIIjq6moYjfpIXEh9B0EEB770GwYh0AsHqYzVakVJSQkSEhK85mapqqpCZmYmioqKkJiYqFELQw86j+oQSudREARUV1cjIyMDYWH68E772neE0nUKJHQe1SGUzqM//UbIWV7CwsJcVqT2RmJiou4vejBA51EdQuU86sXiIuJv3xEq1ynQ0HlUh1A5j772G/p4JSIIgiAIgrBD4oUgCIIgCF0RPnfu3LmBbkQgCQ8Px4gRIxAREXIeNE2h86gOdB71AV0ndaDzqA4t8TyGXMAuQRAEQRChDbmNCIIgCILQFSReCIIgCILQFSReCIIgCILQFSReCIIgCILQFS1WvCxevBjZ2dmIiYlBbm4uNm3aFOgmBYx58+bhmmuuQUJCAlJSUnDLLbfgyJEjsn0EQcDcuXORkZGB2NhYjBgxAgcOHJDtYzKZ8OijjyI5ORlxcXG46aabcPbsWdk+ly5dwuTJk2E0GmE0GjF58mRcvnyZ+zEGgnnz5sFgMGDGjBnSd3Qe9Q/1HQ6o71Af6jd8RGiBfPzxx0JkZKTw1ltvCQcPHhQef/xxIS4uTjhz5kygmxYQxowZIyxbtkzYv3+/sGfPHmHChAlCx44dhZqaGmmf+fPnCwkJCcKKFSuEffv2CXfccYeQnp4uVFVVSftMnTpVaN++vbB27Vph165dwsiRI4W+ffsKjY2N0j5jx44VcnJyhC1btghbtmwRcnJyhIkTJ2p6vFqwY8cOoVOnTkKfPn2Exx9/XPqezqO+ob5DDvUd6kL9hu+0SPFy7bXXClOnTpV917NnT2HWrFkBalFwUV5eLgAQNmzYIAiCIFitViEtLU2YP3++tE99fb1gNBqFpUuXCoIgCJcvXxYiIyOFjz/+WNqnuLhYCAsLE9asWSMIgiAcPHhQACBs27ZN2mfr1q0CAOHw4cNaHJomVFdXC926dRPWrl0rDB8+XOqE6DzqH+o7PEN9R9OhfsM/WpzbyGw2o6CgAPn5+bLv8/PzsWXLlgC1KriorKwEACQlJQEATp06hbKyMtk5i46OxvDhw6VzVlBQgIaGBtk+GRkZyMnJkfbZunUrjEYjrrvuOmmfQYMGwWg0htS5f+SRRzBhwgTccMMNsu/pPOob6ju8Q31H06F+wz9aTjo+OxcuXIDFYkFqaqrs+9TUVJSVlQWoVcGDIAiYOXMmhgwZgpycHACQzovSOTtz5oy0T1RUFNq0aeOyj/j7srIypKSkuNSZkpISMuf+448/RkFBAXbu3OnyNzqP+ob6Ds9Q39F0qN/wnxYnXkScl7wXBMHlu5bI9OnTsXfvXmzevNnlb005Z877KO0fKue+qKgIjz/+OL7//nvExMS43Y/Oo76hvkMZ6juaBvUbTaPFuY2Sk5MRHh7uojTLy8tdlG1L49FHH8VXX32Fn376CR06dJC+T0tLAwCP5ywtLQ1msxmXLl3yuM+5c+dc6j1//nxInPuCggKUl5cjNzcXERERiIiIwIYNG/Dqq68iIiJCOkY6j/qE+g73UN/RdKjfaBotTrxERUUhNzcXa9eulX2/du1aDB48OECtCiyCIGD69OlYuXIl1q1bh+zsbNnfs7OzkZaWJjtnZrMZGzZskM5Zbm4uIiMjZfuUlpZi//790j55eXmorKzEjh07pH22b9+OysrKkDj3o0ePxr59+7Bnzx7p38CBA3H33Xdjz5496Ny5M51HHUN9hyvUdzQf6jeaiNYRwsGAON3xnXfeEQ4ePCjMmDFDiIuLE06fPh3opgWEhx9+WDAajcL69euF0tJS6d+VK1ekfebPny8YjUZh5cqVwr59+4Q777xTcapehw4dhB9++EHYtWuXMGrUKMWpen369BG2bt0qbN26Vbj66qt1O1XPF9hZA4JA51HvUN8hh/oOPlC/4Z0WKV4EQRBef/11ISsrS4iKihIGDBggTe1riQBQ/Lds2TJpH6vVKjz77LNCWlqaEB0dLQwbNkzYt2+frJy6ujph+vTpQlJSkhAbGytMnDhRKCwslO1TUVEh3H333UJCQoKQkJAg3H333cKlS5e0OMyA4NwJ0XnUP9R3OKC+gw/Ub3jHIAiCEBibD0EQBEEQhP+0uJgXgiAIgiD0DYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0BYkXgiAIgiB0RUSgG6A2VqsVJSUlSEhIgMFgCHRzCKJFIggCqqurkZGRgbAwfbwjUd9BEIHFn34j5MRLSUkJMjMzA90MgiAAFBUVoUOHDoFuhk9Q30EQwYEv/UbIiZeEhAQAtoNPTEwMcGsIomVSVVWFzMxM6XnUA9R3EERg8affCDnxIpp7ExMTqQMiiACjJ/cL9R0EERz40m9o4oxevHgxsrOzERMTg9zcXGzatMmn3/3888+IiIhAv379OLeQIAiCIAi9wF28fPLJJ5gxYwbmzJmD3bt3Y+jQoRg3bhwKCws9/q6yshL33HMPRo8ezbuJBEEQBEHoCO7iZeHChXjggQcwZcoU9OrVC4sWLUJmZiaWLFni8XcPPfQQ7rrrLuTl5fFuIkEQBEEQOoKreDGbzSgoKEB+fr7s+/z8fGzZssXt75YtW4YTJ07g2Wef5dk8gtCc+gYLLFYh0M0gNMLUaEGjxRroZhBEyME1YPfChQuwWCxITU2VfZ+amoqysjLF3xw7dgyzZs3Cpk2bEBHhvXkmkwkmk0n6XFVV1bxGEwQnrpgb0Wfu98hOjsPamf+fvfOOj6LM//hn00lIFkJIIBKa9K5BICgCKojK2U+QM5yn6CFiOfROsNxxeB7c/dTDclhQDguinmLn0CjFQpPei7TQQihppG525/fH7jP7zMwzbXdmW57365VXdmdnZ56deeZ5vs+3Dg93czg243J7MHT2ciQnxOGn6VdElfMyhxPphMRhV/7QCoLAfJDdbjcmTJiAv/71r+jWrZuhY8+ePRtOp1P843kaOJHKluJyNHoE7C89H+6mcELAyfI6nK1uwImKOtS5uPaFw7ESW4WXrKwsxMfHK7QspaWlCm0MAFRVVWHDhg2YOnUqEhISkJCQgFmzZmHr1q1ISEjA8uXLFd+ZMWMGKioqxL+jR4/a9ns4nKDgC+8mRXy8/4a7PFx44XCsxFazUVJSEvLz81FUVISbbrpJ3F5UVIQbbrhBsX9GRga2b98u2TZv3jwsX74cH330ETp16qT4TnJyMpKTk61vPIdjMXHcbNCkiKNut8BlFw7HUmxPUjdt2jQUFhZi4MCBKCgowOuvv47i4mJMnjwZgFdzcvz4cbz99tuIi4tDnz59JN/Pzs5GSkqKYjuHE21w4aVp4aBUbR6BO2lzOFZiu/Aybtw4nD17FrNmzcLJkyfRp08fLF26FB06dAAAnDx5UjfnC4cTC3DZpWlB328uvHA41hKS8gBTpkzBlClTmJ8tXLhQ87szZ87EzJkzrW8Uh8PhhIjiczVo1Zybtzkcq4iOWvUxTGWdC795Yy0++JlrnzicWIJWtjzxyY7wNYTDiUG48BJmXll5AD/9chaPfbxdf+cA2Fxchmte+AGrD5yx5fgcDoeNAL/0UlHrCmNLOJzYgwsvYaaqzt5B7Y431mH3yUpMmL/O1vNwzCFwH4iYh77FjTxUmsOxFC68hBm7I1CqG9y2Hp8TGFx2iX3oW8wrQnA41sKFlzATSwEodS4uKHE4BFq7xoVVDsdauPASZmKl3snbaw6jx1PL8L/tJ8PdlKiAz2WxDy2wcDMhh2MtXHjhWMKfP9sJALj/vU1hbgmHE3nwPC8cjrVw4YVjKdy2bwy+Eo996FvMnwsOx1q48MLhhAE+l8U+dKg017xwONbChRcVDp+phpsvlzgcToBIfV7C1w4OJxbhwguDD34uxohnV2Lah1vC3RROjMIns9hHGirNbziHYyVceGHw8opfAACfbTlh+7m470PTIVS3uqy6ATe8/CPeXnM4NCfkMKGfbS68xDYnK2qx/tC5cDejScGFFwbxMRK+zIlcBBu9Xv694hdsPVYhRoBxwgN9h9NTEsPWDo79FMxejtteW4ONR8rC3ZQmAxdeGMRK7hVO5GLnQryWJwuMCOh7fOOA3PA1hBMyfj7MtS+hggsvDEIpu3BlMsdq7C45wTGK/+mOi+P3hMOxEi68MOCDPyea4fNk5CHPttvtif/hroU/h69BHE6Uw4UXBqH0eeF+fJHD/lNVuHTOcnzwc3G4mxIU3OwZGdDPNp124b8bjqHB7cHyPaWo5YVTOZyA4MILAz72Rxb1jW6cqqyz/Tx/+ngbjpfX4rGPt9t+Li60Ni3oaKOtx8rF19w/Kbbgz3Xo4MILg1heuZ6qrMOekkrc+Z/1eG9ddGgYbvz3agz++3fYf6rK1vO43B5bj09Doo02HinDsbKakJ2XEzroeYye1OIpux6vxM7hBEZCuBsQicSyz8Dgv38nvl659zQmDG4fxtYYY/fJSgDA51tP4JHR3cPcGmuoqHUUK0kUAAAgAElEQVThyU93YMmm4wCAw3OuC3OLOFajZjaifeq48AL85bMdSIyPw5Nje4W7KZwoggsvDOJDKL3Yme9DzrQPojtjcCypZAtmL5e8r6pz8VwgMQxtNqIFljpX6LR9kUhpVR3eWnMEAPCHUd2QlsynJI4xuNmIgdxsdL6+ESv3lobUrGAHSzYfD3cTgsJua54D4VO59Z35jWX9i2dtjgzUCjPSwktDlI8pwUJrpNwx0G9DuRht6nDhhYFc8XLv2xtw539+xnPf7LP8XOF+XkPhCMsxxiaenTNm8VAyCq1taWziwgu9YAj3WMiJLrjwwkCe52X1gbMAgMXrrXdwDffzery8NswtaDroaUQaLapiHssO59GExOeF1rw0cs0LQdJVwz0YcqIKLrwwUHN58Vg0uUQSVueZ4PNm4Jyvb7TkONxsFBnQt0HNbORyN+17JZVdov9a8EcvdHDhhYFaht1YsMnKccegQBYo4Ra8Gpv4RCZn3rx56NSpE1JSUpCfn48ffvhBdd8lS5Zg1KhRaN26NTIyMlBQUICvv/46hK3Vhh466AWDq7Fpa15o6SUGh1eOjXDhhUEoo43CDR8vIgerVp6xYDb64IMP8PDDD+OJJ57A5s2bMWzYMFxzzTUoLmabbr///nuMGjUKS5cuxcaNGzFy5Ej86le/wubNm0Pccj/0/aQXCTWU8NLoadrCi8TnJYzt4EQfXHhhENJQ6TA/sdFkYrD7roTjUsy+ua/l54+me6rG888/j7vvvhuTJk1Cz549MXfuXOTl5eGVV15h7j937lz86U9/wiWXXIKuXbvi73//O7p27YovvvgixC1nQ5uNaOGloYlr2xwSzUvTvhYcc4REeIk29W8srFyNwoeL8HHbwHa4fVB79GqbAYDfC0JDQwM2btyI0aNHS7aPHj0aq1evNnQMj8eDqqoqZGZmqu5TX1+PyspKyZ+VqPm81DT4fZuautmI++tyAsV24SUa1b/xIZVdwq16Ce/pI4lQy6xX9MgBADibeZPT8ZWnlzNnzsDtdiMnJ0eyPScnByUlJYaO8dxzz6G6uhq33Xab6j6zZ8+G0+kU//Ly8oJqtxa0daia9nlp4tFGNLz7c8xgu/ASjepf2mxETyixqI+x2sM/Fq+RXZCJqwkp+kwh14AKgmBIK7p48WLMnDkTH3zwAbKzs1X3mzFjBioqKsS/o0ePBt1mNYizf6PbgwZK2+Jq4g7zkvpPfCXFMYGtwkuo1L9WQw+QtKNdLD5afLUTPsgkRrobvxdesrKyEB8fr9CylJaWKrQxcj744APcfffd+PDDD3HVVVdp7pucnIyMjAzJn5XQ95MsgmpktYyautmIhvd/jhlsFV5Cof61w25Nr+2sShymRqgf2JsvviC0J+SoMqq397kgERd85eklKSkJ+fn5KCoqkmwvKirC0KFDVb+3ePFi3HnnnXjvvfdw3XWRVeiSDCPyvEpN3Wyk5hcUrXDTb+gIicOunepfO+zWdNPowSUWtPsD8lrg8Jzr0D+vBQC+2qEJ9f3N8BVi5JoXJdOmTcMbb7yBBQsWYPfu3fjDH/6A4uJiTJ48GYDX5DNx4kRx/8WLF2PixIl47rnnMGTIEJSUlKCkpAQVFRXh+gnMUOlqWSLCJi+8UNcoFvp/LPyGaMFW4SUU6l877NZ0kjq7E4eFurOPu8Qr3JFfyJ+1yIEPfH7GjRuHuXPnYtasWRgwYAC+//57LF26FB06dAAAnDx5UuL0/9prr6GxsRH3338/2rZtK/499NBD4foJTK1CjULzEvhNr3O5sf9UVcDfjzR49+eYwdb647T696abbhK3FxUV4YYbblD93uLFi3HXXXdh8eLFuurf5ORkJCcnW9ZmOXabjUJNckI8AHq1H0W/L8o9W9WuNNFCRtGdCAlTpkzBlClTmJ8tXLhQ8n7lypX2NygI1IWXwDUvt7yyGjtPVOLN3w7ElT21F4MRC8MvKJqJ9l+weH0x3ltXjDfvHIjs9JRwN0cT281G0aj+raec6GIpA+awrlnia655iRzEexEDgzfHD303yTBC53gBghNedp7w+vd9tPFYwMcIN5Jooxjo/tH+G2Ys2Y7txyvwf8v2hrsputguvESj+nfPSb/T7+mq+pCd124SqBBwcbUf5Q9bLCBqwcLbDI6NuG0wG3Eij399uy/cTbAEeT+NRGw1GxGiSf279Wg5TlTUie+vf/knW88XygiTxHi/rGpXRZGmlJ3YKsQrxuexmILWpJHXdjjshnIBIggCPvj5KPrntUDPtsGHlkvDyYM+HMcioiHykdc2kvH69wfD3QTbSEyghBce4RJy6GvdO9c/8Pt9Xqy5GfyWRgYSsxEJlZbnebFCeAnhHf986wlMX7Id17ygXuLFDJJooxD9DkEQ8O2uUyihFqnRwPvri7HmwFnxvSAImP/9Qaz+5Yzl54qGeSEkmpdoorLOFdLzhbKT5LVMFV/7c4twQgU9OF/Tp4342u/zEuIGcULGxiNlAIDq+ug2G63ae9q2Y4eq//f689eiEHl4TmTlA1JjU3EZpi/ZDsDf5pX7TuOZpbsl26wiGsYirnmhcLk9+GG/9VJspPDAFV38b6JQ8xKrBimrfV5i9TpFG6xn68x5qQ9dQ5SZjSpqrV3cScxGlh7ZS53LjdIqqYZFrv2KBpbvLlVs21diX5g8NxtFGZ9tORHuJthKWrJf0eaPNor8ThozUJda6htkrfM0v6ORiSAIePPHQ5JtjZaYjUJHXaO1E7802sj6X3LZP5Zj0DPf4VhZjeXHDiUvr/hFsc3OLB7RsKjlwgvFo//dGvJzhquPcJ+X0KOe54V8zm9GbCG9n/WMOkbRZjaqc9mXOsLqK1FaVYcz5xsAICY16sGWU6htcGPJpmM4V91gUYtCCxdemih2+bxwk4V5rPZ54fcgMth1UqrWr6PMFX0vcAIw77Dr8QiYuGA9Hnp/c/AN1OFYWQ1e+Ha/ZHKT12YKFlrbskCmlQqWt1YfFl+T8gzuGEo6yopmM8O/V/yCaR9uxe/+s1557KBaFhq48EJBBhQAKOjcSvG5HWHA4dJ8RGWG3ShH7VJb7fPC72j4aWj04KlPd0i21brc6JbTHADQt51T3M8Mx8tr8f2+0xITt7xfudweS57r8a+vxb++3YdpH24Rt+06GXzhWxq6mYvW+fN91bncGP/6Gsz2OaQGgoMS44mWot5is1c4oa9dIELZBxu8pXS2HqvA6l/OSITraJgWuPBCQVYY835zMTq0SlV8bvdEXxdCR7Jg5TCzg240YPfzqmYWckSj9zRHE5Zja53LI5pdSFFOsw67LNMTTXV9Iy6dsxx3LfzZ1HFZHCurBQCs2mdfhJEay3aUYO3Bc3gtiNQV9BhHJnc7zV6hhpZXAjE/0lPAhDfW4Y8fbaO2RP5YxIUXH4Ig4Gy1NxKgd24G4uNCo3ynJ7RXVx0IyTkBymwUQB99ZeUB9PnL12L4Z6iIpfx39G+xM8NutDsqRiushchX206I21ulJQFQJq3TQ2+FveVoOUqr6rFi72nLTCThkKkPn60O+hj0cOEXXmJI80KNGIFErZXKssd/sVVdmxeJcOHFR1V9oyiVt05PxqlKZVkAu7PH7rZYJXv2vHppg0CcRE+U12Lksyvxj2V70OD24PbX1wbbxCaFrtnIhgHj443HrT8oRxfWJPnyil9EzUlWuld4qaozJ7ywNJ7f7j4lvk5JjBdfaz3/kYKRPm9FIj8ydutprqIJDyWcWnGNaKJAduHCC6HUJ6w0T05AalKCZEAIFVabYv72lb692MyE+bevduHQGf+KyIocFU2FOpcbk97aIL6n7fF+LZixm3H0XA3e+OGgosgfC6sHNY4xWOaJOwZ3EH0uWjf3Vuw1K7zo+WzQESgllZGfQVZt8RRHLRQDzsvCWGzKhUorQtVDDRFa6qm2N0ZZ1JoV8Ay7Pkgio+yM5LC1weqwyZ0n1Ctxmy3MKAgClm4vUWzfd6oK3XLSA2pfU+KnX86oC3smFXo3/PsnnKtuwPHyWvzlV701922MoeiKaIKVDyUlMV4Uaojm5Xx9I9wewbCZWs9ng14AsbTHViIIgm3aaHpcCnRRR19SQXTYlR7L5RaQEI+owiMIiINDcl2sXqQEG4YdCrjmxQepHp2dri68nDdpnzaExOnK2g6opSL1J6kzxqbicub2z2MosZ+dz6sRwdTo6YljuZHcFdEwCMUiLF8WWpvbNqOZ+LqsxnieDT3NCy0gW58NV9qXrPCpUeueDW7/7wxUeHEwVgXyMTYaAw/IZafHd7Na8FiIMuXCi4/tx7xaiqzmXuHlwtZpITkv3YWsXiVrOaeZDZWe9BY7eqFZknTZwlf6bCplE4nEYdf33+x48kvpecVgfLKiFm+vOSK+b4rq5EjgHeoeEPZQ6dydqYliH3h/fbFiXzX0FjiuRtqUYN3E/MP+07jy+VWSbVY862pHqKc0TFYKGArhJRrNRr6BIhjNi969iwbZhgsvPt7wJUja5IugeX3iwJC3weroHS21sRnNy64TlSirYa/ivt5ZghV7pHU37PLoZ62kooU/fbxN9TN/VWl9aJ8jAHh5uTRt+Ivf7Ze8d3uib3COBb7bo6xFQyC5XsgE8ew3+wwft0FHGKUnY5eFC4nCN9fj4Glp37NTqxeMVoHAsmjJhfmYEV4azd0LPYEwCmQXLrzIGd69NQDgwtbN8eUDl+F3l3Y0fYyy6oaATUDfhyingsNEfO6/VyrrahC2HavA72Q5JeojKJdCpKpHlZWN9Nt65nw9Rj67UrLthe/2iwORIAhYvP6o5HN3hP7+WOeqntmqnyUH4WTh0pl0XG57NC8sLNG8qPTPFXv9wl/gZiMljZ5YMhv5F4kuk4uUaPzdcrjw4qN/XgsAwJU9csRtfS5wokt2c8l+ehNM8dkaDP77d5LIEjOsPnA2oO+ZxYwOo0WzRFPHNvsgGaXGZdzn6Mz5ejz56XZ0fnwpnvhku6HvhKu2kFGfxz+q1N4iPjBnGTVKYikdejTRrqUyySUhOUE57BrVVuotihokZiN7773bguOrHYEkyAMCD29mPVdy37NojMYjz7RU82JSeNH53aFaRAcDF1581PsGD7kPR2K89BLprTa+2VWCBrfHcFZKeaikkfBXIxAfHj30Juz6RrckbTcAPHBFF83v2DVovrbKeLbNJz7ZjnfXFkMQvGnHgzVlVdS4sGJPKSpUzGda6A2QRn1eVuxl96khs7/Dj/vPMAUV7vMSHuQrfJrkROWwe7rKWGSQ3qRDm5XsWkQQ7PJvk2uMAk3pT0dCkWdLYTaKQg0EWUBLTIQmn3Ozv9vl9uB4ea3+jiGECy8+SC6BFNnAkiQXXkx0kr5/+RrvrlU67hEqal2KfDJvMxz9AmHJ5mOanxtNjLb/1HnJ+6dv7INHRnfHgjvVfYIiYTXz9U7pdb33nY2mvi/PTHvP2xvwu4U/o/+sb/DCt/tVvsXmjR+UBeekGXaJz0vgk8Edb65jDkhf71SGt3PsR2ucYJmNjFr39CYdVyg1LzZFG8nzugRsNmL5vMjNRjaPVXZoPskxafO82THXrDbrtwvW49I5y7HxyDlT37MTLrzAK8keOeudrOQDS0K89AnQWs0cPVcjSQxXVd+IJz/dgbdWH2aWHV+jYiIyugrTQn8wNOYk+vNhf2d9+obeKBzSAYBSI0UTiRFHZtWg9O8GgPXU+399a9zBEgBW7lV33gQCizba9NQoxTbWCrXSZBI0jjVorYRTk5TCi1HnV70VdoMBnxePRc+nNf5UymPIhRcrU1TIr5+dmpez5+sx+O/fYcYSdWf9QCC3j77XZoUws8IOcWd4b91RnT1DBxdeAIk6LD1FmrcvQZY8Sms186iKT8JfPt+J6Yxok8o6tgmCJeiYJS9T3eYOGNe8/PWLXeLrW/PzxNdyjRSN0QdjU3EZVh/w5ipZe/As8p8uwmdbjuPQmWoxaWAgWOGkq/cTzJiPWBOTJHLKgM8L/Zv+cFU3ZKYlIS+zmWSfL7aeNNwmjr1omY2aJ3vHmPlURKNRQcBMqDQr2qjwzXXo/PhSRdRaIFjh88KirkH6GytrAxNeWJdUHn1np/CydEcJzpyvVzjRB4tgQah0oL9bPh+GEy68AKLWBQA6tJLmd5FnkNTy4N9+XN3P5JtdynIDapoXow6mWrR1pmh+7g+VNj4A0f5AiQynQ4KRB6O8pgE3z1uNCfPX4d21RzD+9bU4W92Ah97fgpHPrsSgZ74LWEWpNtiZ8XvRCzF+8P3Nho9l1B6ttRftyH37IK8Q+d6kIZJ9XvjOnDlLjzILhOimitYiJ80nvIzqlYOWqV5neKMCt67DLvW53GTh8QhiYkN51FogaAloRjFmNgo+9QIZ50LpsJtBLYSt1B4RQVcSTm5SGKlm+FYaCRyQWyLCCRde4O9Y+R1aKj6T36qPNx1nql09HgE1DeoPWbNEpar4k83sonkbjpQFrT3QM92YLQb4/G39Je+1NC9GzEYHTvt9aZ78dAdzn0Vrlcm7qlS0VTSnVQrSzf/euMOv3m8w6pANGHHY1S/VQBftTE/xTnh5makwshAy05feXXsEU9/bhFdWHsBFTxfhg5+NJ1Dj+NG650R4Afw1fIxYcuZ+uw8vLVdPWwDInTilbbhx3k/6JzGBJT4vjG1y82eg0Uasfi9ffIbKYdeqQAyAMhtRbTdbI2su5bfX3qelVxvT6UUMy+QZLrjwAv/DwQphlGte/rFsD377n/WK/T7bql29N6OZuTJSX247CbdHwMq9gUW46Nm1HQZ8XmhNxUXtpYId61oRzht4kPRqtADe+jBybcmvX12j+z1STbdTVhpWPDpC3P5c0T7NSYUe6/725W5c8sy3OHquRnV/o7BW4VKHXd/5Ne4Gfb1pDdjq6Vfqnt/ItSY8+ekOfLntJP6xbA8A4LGPt+MdDadzDhst4bd5sv/+OUThRT/qb64BR3E6WRnd7w6ePo9tBiMQ1ejVNgOfT70ULXzaIrt82+TCijX5ZNjHstNht5ZazNZqLGzNIhZmpIS8cpNzxCmqaOdH9xUAUL8W9GLQrlpWgcCFF/gnaabwwtifVVPmlZUHNM+RliQVXlirAro425JNx/D+z8W48z/eCBezGNW8aC336RTnaToh5DSP/HeLbvuMhD92ad0cPZ5aJtm2p6RKd7V05rx3pZDVPAkdZL4/xQaFkVqXG6er6jHsnyuCTvalF7JqxGG31OfEfceQ9pLtbXTMg4C3eKYe5TUNqhqapz7dgbsX/hyUH1JTQ0tIpjNpk0deS4tR2+BG9yeXqX5OQ9cEos068uOzNMF6NE9OQL92LZDiC2qwK9pI/nybNe3sO1WFGUu24USFsr9a6bDb6Pbgm50lqtpg2vwVcGVsBh6W2cht7vi3DfSangd3yhQ1Lmrjz3Eq5w6rZpcR3ltXjJeX70fx2eAXgwQuvIDWvCgfaKOCZnW9v/PQYcTpPhVxea0L3+87jb9+sRM1DY1MP4jcFv6JaMXe05i3wi8Q/fSLfhE+Gl3Ni4EEu+sO+X1O5PlvkjQ0L3rVbAVBkBxbzrCuWQC8Dm8sNhVrl1E4W+09f6u0ZMTJ7Cp//WKXaZPc4p+VDnddZckLtdALWTXSx4haOCPFXMJAALj11dWan28uLsOAWUUY/n8rVff5bk8pnqEi6Tjq0L4lhEdGdRNfj+nTRnxNFixaXfKjTdppD7zf9x5gy1F/AVV6jJFr32pdbtPPQYpvDCBttsZspDyGfGFj9jzjXluDxeuP4r11SpOnfCFy8Ex1wH4vj3+yHfe+sxF9Z7IXlzV2aV7EDLuB+7wQjXLXnOaaYzkATFm0SXyt5RqhxdtrDuPZb/YZXjwagQsv8Ceok+d4AYwLLz3bZgAARvfKwRVUll4SvXSuugETF6zHf346jPnfH2Kqif9wVTfJezqZ1W/eWGesIT50NS8G/CxoO22qTHOkpXnRY1NxmZhwblCnTOx5egzev3cI/nh1dxyafS1ynd4oGrWIiCmLNmkOBkTz0qp5EgDgGmqy+H7faXSasVSR/6TO5cZJxkoNAL7apqycvb/0vGq0mBw9O7H/XqjfDOKX1TxFaX7UiwDQcxh+01fXS29gKVG5PhwpLGGDjv67tm9b8TXxedGaoFkr++bJ0n5Avr7juN83ikzKZ87X41cv/6g4hhlzIgCc9EVlkmjIkkp7+oNS82JOeGHVYSNHkEdgvbLyAKZ/HFiAxIcbtIVKidkoSM3L8G6txdceQUBNQ6PkOpkVXt73Lci+212q6b8ISNtefK4GHad/hSF//87U+UhftNLhlwsv0NG8qMSxyicaktTs9kFStX7vC5yK7/7r233MbIVyE8DlXVtL3m87Vg6j6IZeGqgq3SbD35542QSpJ61rrWaWU0Xr1h86h5TEeAzp3Ar3j+wCh8MhdnD5OQnnqhswT6PeUkWNd3Altvn2jLDx38uS1t37zkbVEHW11caHDI0Mi0GdMjU/N+I8TfyI0pOVwsuXD15mqB3q5zc2oGhpyzh+Pt+iFHZpfwJ6nDGiAT1yRilUkr5NYC2GiMbv3yvYz4rZCJj9pV4nezKZnbQg4yqrzyt8XizwSyGLLdaxPjag2aKpaWjEd7uV0aPK/YLXvKw7eBZvrT4sWbR4PAKWybTSgTo1n6yoQ3ycQ3ORTjThgN/kWVJZh8Mmwu3JYjox2oSXefPmoVOnTkhJSUF+fj5++OEHzf1XrVqF/Px8pKSkoHPnznj11VdtbZ8ovDA0L2o5OOTOTWTV3q6lV2vw4u0X4fJurfHMjX2Y35/4ptLp1wEHXrr9IgDelZU8FHHtQeN1j9xGU9Jr7EMemLH92io+03LYBYDnvtmnKhjpFaYjA02yxorgMGU7Xb7nFBb8eEg8H0nM5mzmj8phQa92tZLYqTlTGnUkZO1HCwxGJrCqeu9qkqV5MWJK0lqZHTpzXvUzOYGmam9KsGvqsK9/nI7Dbp3LjQ82KIXkzLQkyXvSl8n4Q59TLenlGz8aj76jGd3Lq1m2IvzXkPBiYQFIK471x/9uw90GatdV1Po1QIFqXsa9vhZ/+XwnVlNuA25BUERoBuq70z4zFQ6HQ1P7ItfyEczcfyJIJ8RZJ3LYLrx88MEHePjhh/HEE09g8+bNGDZsGK655hoUF7NDMA8dOoRrr70Ww4YNw+bNm/H444/jwQcfxMcff2xbG8mAzJqQ41REUlqSdnsEsaOSQeX6/rl4+65ByM5gO1SyNC8OB9C5tTfPTGpSvGLFLzfdaKGnaRVT0mvsR0oVtExNUnymZzZ6ddUBbFWJbqAHkMX3DFF8TrQ6dRoTJRmMPB4Bdy3cgFlf7sJ973pts+ReEOHllovbSVYPhHKfhkbN/PM3n+B5oJS9wjAaNqi/ctRfjRA/oux0ZX/S04IBwOvfsx3KaxvcElODHoGq2Js6Y/vmolVakmIhEKejAaUnQBr5M0mEHzo6jwgvX25jJy88reObJucft/QFAOS28ApIgfo/6KEUXqzLJ6Pmf2bGEfWr7caSQUqElyCvFW0KK62sV1z7ehPaKbqvzfvNxQC0xxA1rc6rq7SDVGii0mz0/PPP4+6778akSZPQs2dPzJ07F3l5eXjllVeY+7/66qto37495s6di549e2LSpEm466678Oyzz9rWRlIjgm02YkNL0pVUJ3WarMAsPxdZRVfWuRQdnky2RtBLsmZE80Lo3iZdsU3NpEMj95H4pbQKA2Z9gxd9ydQeGdUNBRe2UnyPqBa1bN1ksJm4wK/BWrazBBW1LjG6htyLZknxeOfuwfjyAal5hbRDLbSb+CvR9/qDe/3Cll7ODcL3+5TO1qyrpyVIktDGnIxkxWdGhJdnv2GXNDgjy4mz8tER+PKBy3Bdv7b4v1v7Kfb/ZPNx7NBIxshh40xNxNrHrxQ1qwS9PC9qiRXl4wzRvNBjBlvjB4zp7fUBa8FYlGhB0iUQod0K4YXlsCvXIljhGOwWNS/scdFoxmEz0TL0vaNfC4KAf6/4RWH6Mcpz3+xVbKs34b9ECyOdsryLZS3Ni1ofVBOKWRDhJRhfSTm2Ci8NDQ3YuHEjRo8eLdk+evRorF7NjoBYs2aNYv+rr74aGzZsgMtlPt+JEbTzvLC/Qzu7lfmEivTkBCQwbs5jY3oYaofD4UCGb1Cqc3nE2P3sdO+E9ew3+wxnif1oo9HCjPorvusH5Bo6p5zJ70r9Sq56/ntJPgKygpNjRLVI/IN+lEVhLfjxEI75QvsyZAN8Xkup+eitNUfwwrf7merPOIdS3d4luzkGd/YLW0ZrUOk5NurlealzucVoo9YszUsQAwJ9n0f3ykHHrDT0ucCJf0+4GL8emIeVVJ4cwt1v/Rzw+ZoCakJoYnycwr+IvFWLDqQFZ6KVBaSJ7rzf9z7LNdT+RAjoS/ndLX9kBPq2874vr1VfDLHGBaJVJsKLGW3Cq6sO4G9f7qJMuy5cOmc53mQULQ3WYZcF0UypHUvLh47GTN+n7x0t6K05eBb/9/VexfgoR21sZmm0zeSrWbLJn5OM3MtANC+A9z4aiVrzm42iRPNy5swZuN1u5OTkSLbn5OSgpIQtdZaUlDD3b2xsxJkzyhVsfX09KisrJX9mEc1GrGgj2Ro5q7lXkKAf3HJipkhla13uG3GhYtXPwuHwCkBkQCOrbdqOffk/V2ge44Vv96Pj9K+w75S2H4NeFzroy4Cbk5EcUHiuEeTCBUHrQRrR3evEvPWo9wHun9dC8jmdIl+ey4KVKPBf3+7DywwNyrRR3XBlT2k/1PPzCRS9PC97Svx5WjIYPi9awgvLWZlQXd+IsS/5o1BYJR86ZqVh+SPDJdtKLSgcGsuY0RToaV5oc8afrvYvguhEd4BXs1Df6JH0IaJ5IekCnrmpDzplpYk5m+hJTA6rL7byCS/NfOZrVop59rEEzM41gPMAACAASURBVPnfHrzx4yGxL49/bS2Ol9diiSzLeEWtS+EfZIXDrt9s5D3WmN5tJNpjI0neGt0e0WlZCyKI1qnkeaHzpmw8ck719/1CnUtt0idzhZkSCvN/8Ps6EWFaa8zVWjD3m/kN5vgSWmpBcl1FjeaFIF9tCIKgGeHA2p+1HQBmz54Np9Mp/uXl5Sn20cNMnpdmSUp/jHUHvVEYWvk8+lzgxB+v7q7ZDge8Aw1xkDriC12lo5D0Jg6zFY/VIJobNe2IWVjSOascA6Dtkd49x2vC2kXS5WtFS8mit9T63OdbldEhN1/cTlSpEnae8J7TzOrh4Gn2YMfOsMumnho8WL9BnsuGZub1vcTX8klhiSzK4uaLLmAeo3Pr5vjLr/zHsaSYcAxjtEI04Bde1FavU9/z1tDKy2wmWcTINS9uj6CYZMikWOMTgEh/JoJStxz1XEXy1nRolSr2PbJa/3LbSYXZ8Z01h/Hnz3ZIfg+9cj/rS2Ow6yR7kfnIh1sVk/mnW04EXQmbfJ8IdPkdWmLf367Bg1d2BSDVarFwuT2Ga4ex/I9o4eU1qkzJLa+swe8WsrU5dGZrNTP9C+O9ZkiWdsTjEbDh8DlFv7iyRzYA6W/WElD0tP2vrTqoq30hc2PUCC9ZWVmIj49XaFlKS0sV2hVCmzZtmPsnJCSgVSulf8SMGTNQUVEh/h09ar6Cp9/nRT/DLskuWUdpXkgqdT3zwECVyVo8l+9kRNNBVnCtmyv9HIJFz2F3kS/BU6AZFeXIve3j4xyKiAmCVge/WHYNtWp6tHUaE7w6ZykHLnIvWMno3p00WHytVwGcVZBTcS5/3Drzc+Ksd1H7FszPteiU5W//1qPSUHtaowNAoWmi0Sv0yfFjRngRzUYqXyFRjEfPSR38lXlelLXVGnwTBtlOsnwTs5FWhIp8MqK1e/Trd2WlI576bCfeXnMEaw/6w+pZ+U46tmJrBL/dfUpsN81FTxepmnYaGj3YeOQcZn2xCz/sZ0cNkutLO47GxznE3F4sn5H31hWj4/Sv0HH6V+j6xP8M+7gR0xTtWkDmixPltRKNCsDO2A4APdpkiK/VTDdEE8u6lx9tOoZbX12DWV/ukmwnGrMbB/gXK1pjrpF8QJ9R6QFcbg+e/2Yv1h/yCk4NjR5RaIwah92kpCTk5+ejqKhIsr2oqAhDhw5lfqegoECx/zfffIOBAwciMVFpZkhOTkZGRobkzyxaZiO59EIyzWpFwqgxqFOm6kNLn0xuTmmdboPw4vuvV1X6kdHa2iKj0BPlZV2y8Nn9l6ruy/IbInTwXT+iwiZh0bfmt5PspzbR//jYSLz524GSbayVhUPlXgBA/3b+Yz8tGxjkqClF6M16mhfiEN7CgDP4r2XXgdYSkegxANhbUiUKqEYw4hRsNZGeYkGN9pnaq3gavVBpGqI5iY9zKDJeuz2CYoFANBhkskrzmZrIAkxTeJG9p8dGOosv7ez+2Ra/CYj2I1tDpXiolEUCsiDt7nOBfyyvqHXhn8uUjqoA8OSn23HLK2uw4KdDKGSkoAD815f8ZjEdg+9asISDxz8JLLKO5LGqY/i8mKlBpJd+6df57cTnknUv/1Xk1cLLMw2v2usV8GgTtFb9PCNh3nQG+P9uOIYXl/+C215bgx5PLZNUME+MplDpadOm4Y033sCCBQuwe/du/OEPf0BxcTEmT54MwKs5mThxorj/5MmTceTIEUybNg27d+/GggUL8Oabb+LRRx+1rY1aZiN5qDR58GsblJ1FniFXjsPhwHePjND43Ps/XebXcHk3abI60tEEQcDN834K7CHTSYxG7OLETMPCjFD1FJWX4N1Jg9GHkbyPkKQhnbdo5hVaymu9jmIk++i4S6TmQrXcBO1apuLKnjmSBHwsUxy5F6xBls7EvFtF/S0ex0AYtJ7Pizz0Wwu5epnuvrR/kDxiQc/pNyk+tNVkoyHFghpmIg7JWK4nvEwZcSHSkhOw7vErsfHJqxAvG5fcHkHhQOsSzUbe7cRXhQgiWo6Y8ubQ/WP8IP+zRhxF1x86h4fe99c0o7sTnV7+wOnz+O2C9appFOh2s1I0sNDLdAv4NUlkIpY7qlpZXdolExrJedccOIsPGTl7AKmf1OL1Xo3Ps1+zhTXC9Gt6iHMWy2FXzdxDaj7tPulfUNIlK+QYqYhNt1+uWaLTgkSN5gUAxo0bh7lz52LWrFkYMGAAvv/+eyxduhQdOnQAAJw8eVIyIHXq1AlLly7FypUrMWDAADz99NN48cUXccstt9jWRs1oI9l7Ut+D1TG6GKh3Ex/nULVfkq20g2xbZwr6XuDEnJv7its+96Wr/3DDUWwqLsd764px5ny9qVBqrarStQ1uVPsGQpJin0VeS+P+MMRfxAhaKkySWdTtEXCuukG8d21k+XTUhBfCxKEdxNfMkFLff5aDLO13sqekCqsPmKs7JT+GaMJT0b0Qc6SWsEjMW8Nlgq7D4RC1UqTatiAICnPWFzoO5VZmxjRCNKRYUCMwnxf250RQnjDYm7k7JyMFLVKTFH5OHkHp81JV14jSqjpxYiOLIjLO1Td6UFpVh3WM5Jfyvkgv7Hq19WtESCTkrhNSYcQBBxb+dAg/H5ZmZZ638gBWaSSEBPxailYqZmUao74wZDdybCK8+K+FdTlrMpolwOX2SM1GLjdun78WC1cfZn7nwseX4oOfi1HncmPGEu9i9KyOSbp5SoK//QzTDuvK7KTuE512Qa7JI3g8giGzEZ3RXWsdFFXCCwBMmTIFhw8fRn19PTZu3IjLL79c/GzhwoVYuXKlZP/hw4dj06ZNqK+vx6FDh0QtjV0Qh0i2w65c86J02CUDTPc2xor1qU0E5Fx0VEzr9GQ4HA6Mp8oOJPoGLtprfeDfvsWGw9oFC6Xn8v5nDZrECS8pIU5TCPjLr3qjY6tUPHBFF8n2ueMGAABaqkRf6aElvKQkxosDz4HT/twM2bL8J2oPI+GeYZ3x8FVd1XfQ0LwAwJDO/pT/E+Yr605tPVqOXn9ehmeWBl/MkNQe0srLseDOS/B6YT6u7i1dQTkAMZX5PF/lc3l4+dM39mHm8qGhfYuGMnLzWEmoUixYEanIwkxSNYeO2cil4ugo1wi7PUqfl7PVDbiLcgZtTjQvCf4F2NgXf8S419fitlfXSL4rbw496TkcDlznS7ZHhCj5AmDl3lLM/GIXfi07rhFO+TShHVrpm98OnTWWn4VMrkQ7JWqhEvS1UGapbfAockcZMb089vF20UHbCIlxcX7NEUPzwgogeYcyHd95aSfxtVqVcZZ7xMjurTFlxIXSc3kE7DhegfWHzmkKp1FlNooGGjTKAyijjZQ5DogWQy/tPUFNRc/SvNBaGhINMn3JdmwuLlNMZpPe1k9ZLT9X8bkaRTI5IrxkpSVpRoX1z2uBlX8ciWv6SLOGdvVFMZRR5i0z6K3yc3xaFlJbIy0pXnHt1x3UrsOTGB+HK3xe9yzIPVWL5BnRXfpd+jcKgoAb/v2T6SRerMtEZ/9lORYT8jJTMbp3G0V7HQ6lKUleCuGOwdJ6XCzaZfq1bNf0VZaLsJJQpFgArIlUZGEmspfcGpYCwe0RRHW8UniR7rti72lxgqTrX9HZk0nfIBN2o0cQTabrD59TdXYF/L5lBCLUuxoFsa00b1GTpFmO+aIs5dF+ACRtXLbjJOZTkTtaeFTMRsk2mI2OnKtWBBKcrzc2FnxroGYSIS7On9Zf3v46l5uZv4pejNILM7XFHmsMO3SmGncO7SjZ9tW2kxj70o+47bU1mmk6tCIjzcKFF5g0G8kcvARBEKVTpsMvAzXnRzHaiOpUm4v9znErqUln0lsbgqotQs61eH0xhsyWVggl4YxZBn1a5MI0batudHtQWetv59IHh+keTy+cjphyiC01nZGH5tIu+toBLSdUcn3oaIo3JvodfeUrK1rF+xmjMB/JTyM/Pv2aJeIR5zoAGN1b3S6thgMO/PV6f30tj0fAfCox2M6/Xm2oMCMd+aBXN8sq7EyxAFgTqcjCTFivlsMuHdouF+jlmpenv9wlmo3o8SPPJ3Re0tEfpac2Tn3rMyUKgoB7ZAuhT6ZIAywSRY2Lx/ffuvj5g75FSUeG8PLid/tR2+CGxyNg8rubxOrIgF/jy0IQzUbe55ZoGrQcdlkYMZ/+c9leRcmRSkaZByNuBnr4/ZekQsbOE2yfonhf+8cNzJMsatQ0L59uVuYCSoiPU4TqhwMuvMDvv2Isz4tU8+JyC+KDYVTzojY5ixEuDD8LAJI8MWerG0Rn1UDQciQl4b9qocx6x8qh/E9+OX0e//zan8SoV65+NJie8EJqPBHhhfjBfHyff4CdcU3PoM5DJgc6imkgNQHIk+ORRHf3L9qEhz/YAjlaQ57of8QY/x9Y7FcjGynJoDi2QyqUy52TAxmErJyoWIQixQJgTaQiC92K7hRatY2kwou0r7LkMbJKzqL81MiKvA2VNkBN80tWxVX1jYrw3QGy/k7aQ8wVwdbuYZHXspliQfnz4TL0/PMypjnjRpU8RYBfoCTtTEnU9nlR0xa73ALuHyk1mfyqvzIDuTwBIKv8wLt3D1ZsMwu5ly63IEnbwDIrAn7n7RxZ6gM1zcvfvlKavVMS45CaFK8rfPVv57Q1xQIXXqCteZFPO0TSJQIPy/dFDzOaFxo6Lh8IrqqrfPCjH9Yq33FZGg0jx6In2X8V7TOdmEhX8+LzCVrqK5BGhJf8Di1xaPa1ODznOrQ0IHhpRdiQXzBlhN+fh74eV/TIxotUnZqFqw+jtKpOtWibIi285DPvf72w9UBwQJr5Wa26sRmsSNeuRShSLARDfaMb5TUNqk6eZjQvfp8X5We0z4L8mWAJskQb2IrKC0UKetIag4T4OGaiRRLJx3L+lPdfks6AtPGciWABo7RqnqzqSK6WG0WNtYe8TsnE+VQ0G/nG7H2nzuPoOX/dIq0+/sere+Davn4taApjPF/wk7LsgZw2zhQc+Pu1BlqvDj2XXPy0v//LfWxKKusw//uD+MkXXJAmE1ZYmhc1Aa60sh4OhwNfPXiZpnAyske2wjfGSrjwAp3yALJnXAyV9nUO8qA7HMZrzOibRfyD7awbeouv5dLx4vWBq7mVwov/dS3JC2GwarKWPqB7TrpoRrrRYI0kPdUsWWEQDQAZdAF1EwH7PPpmo7zMVMy5uS/mTxwomTDi4xy4vn+u5OEc9Mx38sP4j6fRDvEzO2QChzQ5Ij2oybVHRumh49xrBZGcYuHWV9ZgwKwirP5FGaUDmNNM+X1elN8h9yoxXhmhyKp2TzSRWYwIQfnYxGojqXVkpH4aSWfw5o+HUDD7O5yxqWREN5VUDb9/R7sukJwdxyvh9giipohM1nQKgGFU6RV55mA59PUPJAfSfJ8JOj7OISn2yuLmi/2L1oeu7Irxl+Rh/eNXMs+9fM8pvPnjIYVZe8GPh/DM0t046AtySJVpXFmaF0FgJ6ck2tvkhHjcMaSD4nNCYnwcbh+k708XKE1eeHF7BFHKNpLnRUxS5xNayIOeEOcwPHGqmo18X6edqq6VOUd+O+1yyLmeUluynNwA6QPgO5vkHT14Vose+QaFF8bvvmNIe/KhOAhnphnzodET7i7tkgXArxJvrmJm0z+Phv8EdX3GD2qPUb3Y5gqjalHFJZKESnv/2yO7ePslGeTKqhvECfNZRtVoLT67/1LMvrmvwn/HDiI5xQKZ+NQiSMyZjdQ1LyS7NSvij2VBJGG41fVuhTO6Ee3nf346jHUHz0o0EAAUlbABaSLJkxV1ktB7eZ6qSKGM0g6JZiPZgrW6vhFfbjuBoXOWi9tYEzAtTLKEF5LWQK3kxrCuWeLr7AztMYROkXBBy2aYc0s/8TtyofSuhRvw9Je78H+yHDFLZRphuaaFpXlxCwIKfIVo6TnmT2P87gta6Tmu6pmjmXA0WCKzl4UQ2kvbmMOu1Gy015c51owqXS0JG5kwafOTvChil2zlSuTavm3w/G39UVbjQnycQ6I+JFx6YZbkvULzQr0mqyiSTlwPlsxG/FJIemjAXxcqkOPRpBh48IzAKkTob4SxY2iFL3/98OW4eu73uof3l2pQ9qEWqYkor3Hprs7U8Bdu896Dpz7bIU6UWSbLTvTPaxGwtiYQpkyZgilTpjA/W7hwoWIbSbFgNyk6VZUDcdhl3XtivmX5JWktlM5W12OXLK+SUdPtuNfXKraxBHet4y25byhG/UvZ7+Mc6mUQAK9GT16ywkoWU5lmyVgvH/Nnfr4T/90oTXr3xHU9sXi9ejZqOmHgVT2z8e3uUrHifDtGYdT/PTRMMobppZSgy8Mo10DsfiAvIHlSFlEqN3myFqp0yYlLOmXiH7f0w/HyGskc9OuBeZIAABqSfsHhsKceWpPXvNA3kSm8yM1GicQ73fs9o5VVafR8XnrnOtE/rwV+1T+Xue/UkdK8KvFxcUiIj0Pr9GTViVzed+RdnmheBEEQH16jFhjWbuQ61TQ0+nMrGBQy9KpYy49j1NdIjqbPi8HfrvWb6NwpWg+vQ2Mfcu0CLZAp/xl0GGOkrpAjnVTfPd92rJz5uZmq0v7aRsrvaGte1DvoxIKOitBmee4ZvTprrDbSqGktZ9/cF11z0vHeJKkz6poZV0gc+VnMucWvCVznM4sYRe7Dwyq0+JwvXX5KYpzonCxfCMkFlwev6ILmyQmiXx3hJ8pkSGthnM2kixmWb1HPtlLH8BapSfjXuP6qSSjp68YSVq7SqEmmhtyviTWOeTxUaYmkeDRLilcsnrvlpEu0S1nNk5HrTMHEAr856epe5qMkjcCFF9+KND7OwVRxySNp5Km1iQZGK2eIHD2zUbOkeHx2/6VMdS0grfkBSFdtbKdj5cpOzeeFDms+c96YEx7rgRJV6w0eUb0uHyjUYIVI0siFFaPHlaPp82LwGKnJRk1r2u9ZVNc3iv1ML2Ow+nm9J5In20tNirdVpRvLkMnqrTVHmGrzQDLsyv2oG90esU6PUbMRoXPrNEWpErmjNr3S1ks6yIpMVHt2iI/K0C5STW/z5AQDUYT+NuktYGievrEPvntkuGSb1i2gFy0pOhGi03y13UiahBt8fnuvT8wX96HHP3mI8p4SqQbsSxUH5Jsuaoefn7hKfJ+dnowOrVKR36Glroa0V1vzPmjtZRohlubFTWleUjW08N2oRdoNA3Lx0/QrMOsGf3oGoylEzNLkRy+titKAusMu+R5JRmRmFRtsWXB5XaBBnfzZXo0mAZIPSORhp+3CWjWGaFinTKXKKBABz6gPjR7yBylQ4UUr9Nio/9LgTq0wpncbPHxVV3w+1V9s8vFre2h+TzIhqfi8/G+HP/Q30LwK5Fe8PEEqCHOtS+DQvi4sx04rHHbpqsyse6/1nDdPTsAAWWFSebbVU5V+M0IghV/V0rynqQjzaUkJuqnhO2eloX9eC4zo3lqyQPnHLX2Rl9kMj4xS1o576faLUDikgyIbr1ZiTForZXRiHdgxEz/8aSSe+3V/AMDF7Vti/zPX4NDsayXjH31dAeDxa6UpG7RqugF+jdG1fdti5aMj8OHvCyRaLtYVvG9EF8ZWL5OHs6N9ruwpXWynJir7mEcQRO2f2n0FpGYvlu8naYPS7zI4mvwIRsw/RidAMVTa9z3yIJhZKWwuZqfxN1LED/AWF1z56Agk+tL3mykEJ55LdioyeNLh10YncFa7aadGl8zDP1jkD1KgwosWRjUv8XEOvFroX4UdnnMdymsaFL4w8gniOsoRWy3Py1lqYgy2qrN89WbGtMGRQk+MrLov5NoSHw4t86SWzwuhmpESQctslJmWpBgT5E7EtPlQb+xim43Yv4l+xh8Z1U001cTFOXRTwyfEx+Gz+y9VJCMcd0l7jLvE6zRbWecSfSw6t05j5lgBtH1raNQWrSzyZNoKcg3oRRB92vaZqWjX0v+dt+8apHuORZMG49tdp3Brfh4cDgfiHfI6aMrvqC0Kn76xD3O79zjSA6Uw/BE9HmOaF3qs23tK6bPUs20Gts0cLcn8bAVceNHM8aLsLMkyzQvJnGhmJSu3R6udSws904ocvWeZfE6ntaYTtGnBajdxaqxpaBQHc6uElwpZtspAfV4Arxf951uVGXHN3As59MP86h0X48MNx/DHq3tIQttpk41anpfZ//Mm96M1a4EiL7Bp1CTIUULfJVZYMVkITBrWGQBQoGGWUcvzQmspNhxRLna0FKysiUYuG13ZIxvf7SkF4M2b9O7dg3HHm8oaXQBbkGf5cgDe3CWE+0d2QafWaWKCu2FdsxSTW7uWzXCMqtEGaC+a6N/2yKjuqvtd2DoNxbKoKQI9VptJraAGfYRbL26HN3y1yEj9p8NzrtPNDk1o62yGwoKOkm1mk1Memn0tTlbUoa0zRVGAVQ1Wn/EI/ozEWpoXOpnpyr3sEhNmFvdG4WYjkuNFTXiRPbopsnTMJA20WmI5MwT/GAV+LrnmpU1Giq6KU4tUUfNC+bxYZDa6KE/qbKhnt9aiQytlNABgXAumx5g+bbHgzks0sxVrOewC7NTiRmGF33OCgxY0WOHSRFhPTojDrfntcIGGs7Wa2YhOV88Kx6c1L3T15TyqBtXvL+9MtVl6/F8P9NdxSk9JRCeGgyuBNemykh32zs2QpJuIi3NgbL9cUfvw6NXdMf2aHuhIPXNmJ2Za8GA5DX98XwFuHJCLf2ikAZBfzwkGantpQV+fP1CmLToDejBCEn2J9A5zbd82cDgcyG3RDA6HA6MMOvOyFpbHympQ7cvIqxV5GmgB3mDhwotPg6KmlpdrOv0VWaWal0BMN3IsWAQAYCepkqtelHVgvP/JA0eKKxqBZX8X8+E0uE1HG+lhxNnMKGoCg1X3wgh653rmJnX1r1Hkk4S8sBonMFhmIxLYY2RiVsvzQmt05lM1tQh0n+nbzr/IoE1UM67tKSaGvGeYX5ABgMuoPCNxDnaWWPFcjG2sQoZtndoRcSmJ8Zg8/EJ0pRLPaZm/WNBCOGvMzu+QibnjL0J2ul9AkWvF5WHDf7+pL169Ix9y5IERaqjVCPpwwzHW7qahr5HaouqRUd3QKi0Jj42R+trFxTlwn4Est6y+ev3LP4nCuZbPHa1ptmIeNAoXXtzEbMSeAOWdhajfz5yvh8vtEc0s1qxsrZkxzebvAPy5Kc7Xm3dA1gyVdjWKA7xVvilxcQ5J+4IxGw3uzDbJhFR4EX1epDMY0QbSA3Ggx5b7G9jhJ9RUoO/TvJW/KPK6kLBkQ8JLnPKYgF94adeyGVMDSk9odJROkmwc+9e4Adj659GKY9DjVW2DR7M/sJ4FOn/J/93aDz3bZuAvv+qlegyay32CU3ycw/RzRk+iRjOay01c300brtiHvh4zrumBueMG4K3f6fuoAOqakRfHs6NFzSIRXlSu1wNXdsWGJ69SOC4DwANXdMGT1/UU8/UEkiE7VWOB2IISWNQiZO2gyeuSXb4VhFreAnlnyfFNJI0eAXtLqlDXaN4ZtVfbDOw6WanYbtWEOapXjugo2KBSy0YtSV0gwhg7SZ0/VJqorK3SvABAenKC2NZgzEaXdcnCW3cNQtfs5pKsmlaZjWjUkjWxMuw2NHpE00FQ9mLfseN8EwU5fzACH8fP5uJyrNxXiit6+NXzJLAn3sADLfq8yASg+T8cZG4nSFf76toIh8MhqW1F0ykrDYfOVGNw50xNx1WWyWNEt9Z4/Noe6JqTjpHdsyVmKD0mDO6AtOQEXNIxE3ct/Nnw9wBI8q0YdWKXX0JWRls65cHuk5X4vUqUDgupQ60Dyx8ZjmNltbi8mzWZqI2a1tRMU6lJCZg0rDMmDG6PN384hJtUon5+M7g9FlGJ/Gi0+kdCfBxWPDoCbo+HmUTVLpq88EImd/VKz1JoE0nxuRrUm8xhAngzNv7mDaVznFXT5e+HX4jUpARc06cNRjy7EoDSGVQZKu39vFojq6caWtFGdS63PcJLSiLgU/8mB3Fch8OB4YxBxg7NiwNsx2nWqeioLy1nOTMkxvmFWa55CRy5/8jB09W4gtLWE4EjULPRL6VV2HHcu7g5ITNx+L/nf02vio+cVVYvVuO9ewbjRHkd8k0krCM4HA7ce3lgRffi4xy4+WJvMIBZs1FHSrNgNOWEIAgY0jkTaw+ewxdT2XlW6OPWM0xiWsh/Q+fWzdG5tXGzu/7xrTlOalICHriyq8bnWto37UaolaWxkyYvvBDHM72stzSDOmZi/eFzOF/fKKp3zaxk1fa1wvMd8GpN5HZO+YpfTfOy+oA3c6RRlSzAfriIH8r5+kbxXKxwPDWSE+JQ3+hBm4wUlFQqB3DabGSlUEQIpfM0gb5HpLBas0TrksnFxzkAnyuFHdesqSB/luR5XYjDrpGcSyyH3aueZ5eUkMI2G5XXGHfubutsJvFTyctshqPnajW+YT1mhzw6msloMkABwDt3D0ZZdYNqHaHMtCTx9/96oLEoS4LduR7pfmTVHMEi2sYELrw0eh8AdSle2VlIzo6a+sD8OYxqeexELdpoy1FvynOWWcvwwSAdUMkYY+bh+HbacPz4yxnUNrgx68tdis+bW+TzooYdg4RDx25Ea8dIFFuwyeToa5MQ7wBcyu0cczw2pgdu+PdP4nu1Z8mI2cif54X9uZHcIFYlf8xMSw658GI22igxPg6Th1+I4+W1Ygi2HoLg/Z5eAcSlDw5DSUWdxKHYCHaYmGmM9CMrCEaDHQ6a/AhG1OhqmgYtf44al1tMVmdmMlDr7GGNcPENnmQsuV4l+RMLluo3neGnYUbAy8tMxe2D2qsWT6TNWuFMUmfFMVmh0iSXjbymilloR3TacbF5cnjCG2OB/nktJP4MX+8skXzeaMJspFXbCFBP3U8/cvRCIZhEYM3CINCaNRsBwPRreuCl2y8yvMAwqqFJT0k0LbgA9o/b0mgj+1Dz+4xUmrzw2cjRSgAAHbJJREFUQsxGapMk6+EiE2dNvT/1vVq0Egt5kTSCnRK8ojCj7HcRzTepTdKGkVtCDbVW96NCOBPjHQGVRVA79lfb/CXebRFewiBI0veIqP9bNFPPD6NH12yp3Z02P5ld8XKk0NFBm4qlBRqD9XmhUTMZ0kduRuXgeOBK9VTxeoTDDyoUz5kdFY1pAhHATB2f6gJ2nipBJwNypBFdrbWBBr1oI8Y2oqatbgjMbKSWmt3OjqnweZF/7ps66wJwQFZ7eEsr/entAx0YjVwTW3xebDEbqWxnlAcor/VmwLUi+SEhkZpMO2axk/NxjCFP2U8LMyQVvxFZXS1JnRno/h9M3TQ6ai9Usm0oTiMPVrAau6+VkTwvVsA1L1GGKwCzUZpPeCmr9qdYN2M2IlU4tby7bUf2u4g8JQpjJjRJasIL7WgbqICh9rDSVWTN1CcJJ/rmQv8gSzQvVmavjKcGJzOaQo4S+Sq1usGfVE502DXl86KcYLUmRVq4prP8BlOyih6PQlVx3E4HVILdZbzs/g2h0pKqOZgHm4HYLqJj1LeRBre2wy4zDNinpj1Hefab0SxkpCRi81OjsPHJUdJz2al5MRgqHZAPj8quo3v5c19YrXm5sHVzvHrHxXjvnsGGK2lHKiyfl3Jfde9gfF7kYzadqC5aBL5I5S/XSxOyXfx0ERp9CyEzZiO12kYAmFlfCbQT55U9/BWCSdmSQAgkAVywhOTRjfIapPQYaOccwRK2lz44DE/fEHyGbzto8iNYIKHSRPNyrtprFomPM+/P0TItSRElYKcErxsq7fucVBE1E8Gg1mq67Hrgmhd1xvRpi6EXZmnsEWGomY2Izwt1jyprzVcrlyNfzdNCXrBVqps6vXOdksrgDY0erD90DgBtNtJ/nsmwQYdbt/FFxeRq1ETqnZuBq3rm4M6hHSX7sdL2G4VO1BYqE0IoNC92m43s/gmhijZidddeuRkR6x/HQ6UbtZPUsUj1rVDKqr2al2iLjwcYPi++CqINAWQMVlOP05VKrSrKGM2oRhsxrl+NgZoiZqH9KrjwEjzTr+mBr7b7HcdJ5KLbhOZFrFJPaUyMCD9xcQ688VtlzaNGd+ATdfMkeQRf4AVBjRKKadFus1EoHYLtPBc9Dr03aTB65wZemDcUNPkRzO/zoh++TIrZkYrJZ32aF6tyZoQ0z4tc8wIB245ViO9Zoc5qqAsvfoEl0DDMUEb92I3euEOvEL/YegJAcH5R8vPRA1+ozAKxTF5mqiSUmTwHRIsir6nDQqxSTxV4NCP8yOnZ1lgxQRa0oByqBVkonu9gnKEjAYnwYqMWidbw5DhTVMtKRApNXvNCVktqDmp0x7nBV6GVqFeJc2s0OD/Ku7w8K6hH8FfIbpYYb2plrjYA0ZqXQFc/dieACik614A1xh44fd6y00s0L1x4sQT6mhKtpdtNhBf9a8zSvBDfGTPCy5IpQ7GluBzX9m1j+Dty6HQRVka5aRGK59tu2cVuAYz2KbTzt0RZpLS9mpeysjIUFhbC6XTC6XSisLAQ5eXlqvu7XC489thj6Nu3L9LS0pCbm4uJEyfixIkTtrXR5RtojPi8ELVaWpJU5rNM8xLCeZpe6QFe/4gT5d7smpd2MedHotbuZOq6EH+Apozaqkme52VTcZn4WVDmHdnp6Ik22p2cIwU6ZRNxdjeTpE6uefF4BFT6SkMY0dwQLm7fEndd1ik4HxKqf1yg4W9jJbGkWbULqeYlNOeJhttiq/AyYcIEbNmyBcuWLcOyZcuwZcsWFBYWqu5fU1ODTZs24amnnsKmTZuwZMkS7Nu3D9dff71tbXTpFmZU3lC5Kj8qitzJRHZ5VIJHAI77hJd2Lc0NXGpmo965gauwRaLhKTKI2qpJnuflvnc3ip+ZqW6rOJ/svUpuRE4QuKmbSpzdidknwYDTq1/z4r05H206Jn5md/IzOXR/CZWTZiwIL3ab2OhbwQqptwp5dexIxzaz0e7du7Fs2TKsXbsWgwcPBgDMnz8fBQUF2Lt3L7p37674jtPpRFFRkWTbSy+9hEGDBqG4uBjt21sfb+4XXtg3K06iefH+T02Wa16s6byhzLAr17wAgpgvwmlSZazWatqclmsiY6+RY8cSfs2L9y6VUSH4wUQbyTl9vl5/J44paG3W1ztKcNvAPDGDthnNC0kO+fkWv5bZiPBjF6Gau2LBLDy2Xy7+u+EYLu9mT+RjqBx2o00Za5vmZc2aNXA6naLgAgBDhgyB0+nE6tWrDR+noqICDocDLVoYK8Jllga9woy08OJ7k5oo17xEmbEQyrLv3mgj7wBq1klUa4X4w59G4rcFHfD+vQXmG4noWAEYRW3coXPU7T9VFVS4qxZ2Hbcp46Gcub7bU4onPtku+neZ83lRCjyhCpEljO2Xi5TEOFzRIztkIkW0O9MC3rQSH04uwNQrutpyfLobhMphNxpGXdtm3ZKSEmRnZyu2Z2dno6SkhPENJXV1dZg+fTomTJiAjAy2CaK+vh6VlZWSPzOYMhuJmheZ8GKRw25IfV4YZqPaAHK8ANrtzstMxV9v6IP2rXg6ejWVL+3zMvfb/eL28ZfkWXq+UVTSQI41yLOPLlpXLL42Firt83nxPY8S4SXES+HMtCRs+fNovPnbgSFbNEwe4TWLju3XVmfPpks4QqWjYc1oWniZOXMmHA6H5t+GDRsAsFfNgiAYejBcLhfGjx8Pj8eDefPmqe43e/Zs0SHY6XQiL8/cgE9UvEbMRoSk+DjJ/lblMLGzv8g7vULzAsGfoM6kGczOgS4KniHDqGteiM+LgJwMv3ntD6O6WXq+ueMG4OUJF2H3rDFBHZfj58aLLlD9zIgGk5icSeQiPVGlJoU+GDQlMd43jofmfCO7Z2Pd41fixfEXheaEUQjdJ+zMWRNtZiPTT8fUqVMxfvx4zX06duyIbdu24dSpU4rPTp8+jZwc7RWgy+XCbbfdhkOHDmH58uWqWhcAmDFjBqZNmya+r6ysNCXAuHxmI/XaRso76nA40DI1CaVVvjwv0RAqLZNe6lwyzYsHWLXvNIDgBs254wYE/F0W0bACMIqqwy71G8mEN6pXjkSQsYK05ASM7Zdr6TGbOskJ8dj659HoP+sbxWdGEl/KNS8kdcMtF7czrQG1klD6oljdz2ONUDnshqoApFWYnqWysrKQlaXvmFRQUICKigqsX78egwYNAgCsW7cOFRUVGDp0qOr3iOCyf/9+rFixAq1atVLdFwCSk5ORnJxs7kdQ6Od58b+m+01Gs0RReGmWFLj1bfbNfTFjyXbvmxD2F7n/A21L/aU08Nwi6SnWrhZjSXj5dX47/HfjMUliMxoB/oivAXn2+HhxrCeYZF7JPs3LkbM1APw1rYLJ18KJLegFtJ0eQrSZMhrGXdt8Xnr27IkxY8bgnnvuwdq1a7F27Vrcc889GDt2rCTSqEePHvjkk08AAI2Njbj11luxYcMGLFq0CG63GyUlJSgpKUFDQ4PaqQKizuXGzhMV2HLUm3dGzWykJoGShG5AcJqX0RHih0ALMwM7tgxjS6TQ1z9Sa2wYZdYNffDyhIvwaiG74J4gAAd9SekubN086PPFgC9kzEPGnfpGDxrdHrGaeDAFOa0gyh+1mMXeUGnbDm0LtobJLFq0CH379sXo0aMxevRo9OvXD++8845kn71796KiwpuW/tixY/j8889x7NgxDBgwAG3bthX/zEQoGeHTzcdx3Ys/iu9VM46qeHrTxdCsUu+GMlR6RHepM3UtZUbK7xA5wgtNtA+ozZLiMbZfriL8maysBEDU5uW2CF6VbndBOo6f2wa2C+h7HTLTxNfn6xtRJlYTT7KkXYESbRNZU8HeUOnouum2eoRlZmbi3Xff1dyHliQ7duxoq2RJ0yVburJNVMlkqjZh9mybLmptgsnzEqrpRX5Z7xtxITLTkvCXz3cC8EcaORx+O7wV57GSX/UPjb/GuIHBRfmYhfQxjyCIK++WFkxe0WC3jhXkmrI0gwsaZ2oiEuMdcLkFVNS6UOXLrtsiROn51eB9JzIJWYbdKLj90ZegxCKy06UrW7VU3GqRNM0S5RVYg8fODiM/dkpiPH47tKOYBpxoXlIS4iM2t8rfbuwTkvOEWmNBBo16l1u8D1bUlonQ2xiTZDWX+t0tfWiY4e8STdyJ8jpxm9lEkVbD+05kwpPU+Wmywovc1KOe58UP3XFoJ91gktSFyi9B1SHZt5mEagZVSwf2rgxCFToaal8RUmfo9HmvySDOAaQnB/9bo2wsimpaNZdqyjq0SlPZUwkZi0htsfSUBNXnNVRw4SUysTOpX5zEYTfyOwAXXnyoTdpqdkDaSdeq2hZ2dJdBHTMBAFf3ZjsGE/UwCdU0Et4Z64TaU4RkttzqM0N6BGsKJ0bDABQrBCP0n6r0alwe+e9WANaWhAgU3nciE16Y0U/osyBFCCmywUZV86JyF09W+lW8wUz4tInCjgHj/XuHoK7Rraq1IKck0UZJYayn0lTh8mL0E0xoO6lsT2hugdYtWPgoEKHYmufFtkPbQpMdNuVqWSPl5+luQ9c0ISUGgsWOvhMX59A0txBp+4ut3oJwJyrqVPc1gtUhnuFYAIbcbGTTj4yysSiqsdKk2dziXEmc2MHODLvRVh6APyU+1Jxu1SaWRqoXuYPoUa2bJ+Pybq0R7whPbgfy6zYVlwd1nOdv64+Dp6sxMELDrM0Qaoddef6a2wdZVD09CgagWOKft/bDnz7aht8WdAjqOGkRoHmJtrBZTvDQw1A0RJuF/ymJENQyw6o9w7fmt8NHG48BAK7pG3hRMYfDgbfvGhTw94PFqjHq5osDy3PBUQovVuXZifzhJ7a4bWAebgsgzP6miy7AJ5uPi++NhlnbSSzILt1z0rH3VBV6tVUvLxNt2JlKJNqSgDZZsxHgD7195qY+qpoXabSRv+MM7pSJRZMGY/NToyLCRh0oRFVIQqZDneMkIgmz2chIQb9YpqysDIWFhWKx1cLCQpSXq2sGXS4XHnvsMfTt2xdpaWnIzc3FxIkTceLEiRC2OnDkWbblpTvCQXRNY2wW3nUJpo7sggV3XhLuplgGz/Pip0kLL3cM6YDDc67Dbwarq3kl5cip7Q6HA5d2yULLtPBmwgwWImxX1XmTo/Vp5wxjayKDkEcbxVkrvJDot6EX6tcgi0QmTJiALVu2YNmyZVi2bBm2bNmCwsJC1f1ramqwadMmPPXUU9i0aROWLFmCffv24frrrw9hqwNndG9pHaOtxyrC1BI/sRBt1NbZDI9e3R1tnLFT+NFenxfqtX2nsYzoVRmEiBh4hjUhts1KX2ZPK/KLcMyh1LwEdw++fvhyfLOrxDrfmRCye/duLFu2DGvXrsXgwYMBAPPnz0dBQQH27t0rqYtGcDqdKCoqkmx76aWXMGjQIBQXF6N9+8i+DvFxDjxwRRe8tPwXAMC4S7gJlsMmVFWlowE+U+kgqegZg6Vi5P2V53mxd4BgYbXmpX2rVEwa1jmoY4SLNWvWwOl0ioILAAwZMgROpxOrV69mCi8sKioq4HA40KKFeghzfX096uvrxfeVlZWBNzxI6Iy6fS8If0XxaJvIOMETF2WqFz5TmSCafVvUkKuHL2jZTGXPpkPozUbS903Z56WkpATZ2dmK7dnZ2SgpKTF0jLq6OkyfPh0TJkxARoa6s+bs2bNFvxqn04m8vPD5e3Vvky6+JibccMJll6YHPQ5FQ7QRF14M8NiYHrj38s6SASZWkHfRSIh0aGrIV7mRECprNTNnzoTD4dD827BhAwC2v4UgCIb8MFwuF8aPHw+Px4N58+Zp7jtjxgxUVFSIf0ePHg3sx1nAZV38/kn92oVf88KJTOzUiEWbn1PsjZI2cN+IC8PdBNuIk4mvkTZxZobBITrU5kG52UheuiIWmDp1KsaPH6+5T8eOHbFt2zacOnVK8dnp06eRk8MucUFwuVy47bbbcOjQISxfvlxT6wIAycnJSE5O1twnVDgcDmx+ahTKa13olGW8LpJdRFnUbMyTk5GMU5X1uKKHUitpFfQtjwY5JrJmKk7IkasHIy2752VdsjDpsk7oGcJcDaE2Gykcdi2qlRVJZGVlIStLP/qpoKAAFRUVWL9+PQYN8uY/WrduHSoqKjB06FDV7xHBZf/+/VixYgVatWplWdtDRcu0pIiJXoy2VXiss/LRkSivbUBbp31mfXrci4+C+8/NRk2cs+frJe8joSgcjcPhwJNje+GW/NBFYIT6saWFl+SEuLBXFA4nPXv2xJgxY3DPPfdg7dq1WLt2Le655x6MHTtW4qzbo0cPfPLJJwCAxsZG3HrrrdiwYQMWLVoEt9uNkpISlJSUoKGhIVw/JaqJ/KmradEsKd5WwUWOFYVh7abpjpIcAMHXMopFQv3c0majpuysS1i0aBH69u2L0aNHY/To0ejXrx/eeecdyT579+5FRYU3H8qxY8fw+eef49ixYxgwYADatm0r/q1evTocPyH6ify5i2MxtLk8GrLtRpaNgBNW5tzcN9xNiAhCHSZKK1qsLPAXrWRmZuLdd9/V3IcOZ+/YsWPIw9tjnWiINuFYjf8Z4mYjTlQRSF2WWOLmiy4AANxzeWhzpNDCEte8cCKBKFh4cyyGlv/lgRyRCF/mcQAAfS7IiAo7p508d1t//O2mPiHXfkjMRhEW7cVpmkTBwptjMdxhlxOVdGndPNxNCDsOhyMsZhuJ5iUGI4040Qc3GzU9WqT6gzW4zwsn4nmtMB/vrSvGk2N7hbspTZakBP8aIi2ZCy+c8BMFC2+OxWSnp+DVOy5Gs6SEqAiV58JLE+fq3m1wtayqLSe0JFEeu824wy4nAoj8qYtjB2P6tA13EwzDzUYcTpiRaF64wy4nEoiClTenacOFFw4nzNDCy5GzNWFsCYfjhYsunEiHCy8cTphJpoSXNQfPhrElHI4XrnjhRDpceOFwwgyteZkwuH0YW8LheAl1okYOxyxceOFwwgztsFvQOfoKCnI4HE6osVV4KSsrQ2FhIZxOJ5xOJwoLC1FeXm74+7///e/hcDgwd+5cG1vJ4YQXOiwxGvIrcGIft4eXW+BENrYKLxMmTMCWLVuwbNkyLFu2DFu2bEFhYaGh73766adYt24dcnNz7WwihxNRtE5PDncTOBzktkgJdxM4HE1sSyqxe/duLFu2DGvXrsXgwYMBAPPnz0dBQQH27t0rKW8v5/jx45g6dSq+/vprXHfddXY1kcOJGP41rj+Kz9ZiYIeW4W4Kh4NbLm6HA6erUXAhN2NyIhPbhJc1a9bA6XSKggsADBkyBE6nE6tXr1YVXjweDwoLC/HHP/4RvXv3tqt5HE5EcdNF7cLdBA5HJCE+Do9f2zPczeBwVLFNeCkpKUF2drZie3Z2NkpKSlS/949//AMJCQl48MEHDZ2nvr4e9fX14vvKykrzjeVwOBwOhxM1mPZ5mTlzJhwOh+bfhg0bAIBZH0EQBNW6CRs3bsQLL7yAhQsXGq6tMHv2bNEh2Ol0Ii8vz+xP4nA4HA6HE0WY1rxMnToV48eP19ynY8eO2LZtG06dOqX47PTp08jJyWF+74cffkBpaSnat/fnunC73XjkkUcwd+5cHD58WPGdGTNmYNq0aeL7yspKLsBwOBwOhxPDmBZesrKykJWVpbtfQUEBKioqsH79egwaNAgAsG7dOlRUVGDo0KHM7xQWFuKqq66SbLv66qtRWFiI3/3ud8zvJCcnIzmZR2hwOBwOh9NUsM3npWfPnhgzZgzuuecevPbaawCAe++9F2PHjpU46/bo0QOzZ8/GTTfdhFatWqFVK6l3e2JiItq0aaMZnUQjCN78BNz3hcMJH+T5I89jNMDHDg4nvJgZN2wTXgBg0aJFePDBBzF69GgAwPXXX4+XX35Zss/evXtRUVFh2TmrqqoAgJuOOJwIoKqqCk6nM9zNMAQfOzicyMDIuOEQomlpZACPx4MTJ04gPT1d1+mX+MccPXoUGRkZIWph7MGvozXE0nUUBAFVVVXIzc1FXFx0VCExOnbE0n0KJ/w6WkMsXUcz44atmpdwEBcXh3btzOXMyMjIiPqbHgnw62gNsXIdo0XjQjA7dsTKfQo3/DpaQ6xcR6PjRnQsiTgcDofD4XB8cOGFw+FwOBxOVBE/c+bMmeFuRDiJj4/HiBEjkJAQcxa0kMKvozXw6xgd8PtkDfw6WkNTvI4x57DL4XA4HA4ntuFmIw6Hw+FwOFEFF144HA6Hw+FEFVx44XA4HA6HE1Vw4YXD4XA4HE5U0WSFl3nz5qFTp05ISUlBfn4+fvjhh3A3KWzMnj0bl1xyCdLT05GdnY0bb7wRe/fulewjCAJmzpyJ3NxcNGvWDCNGjMDOnTsl+9TX1+OBBx5AVlYW0tLScP311+PYsWOSfcrKylBYWAin0wmn04nCwkKUl5fb/hvDwezZs+FwOPDwww+L2/h1jH742OGHjx3Ww8cNgwhNkPfff19ITEwU5s+fL+zatUt46KGHhLS0NOHIkSPhblpYuPrqq4X//Oc/wo4dO4QtW7YI1113ndC+fXvh/Pnz4j5z5swR0tPThY8//ljYvn27MG7cOKFt27ZCZWWluM/kyZOFCy64QCgqKhI2bdokjBw5Uujfv7/Q2Ngo7jNmzBihT58+wurVq4XVq1cLffr0EcaOHRvS3xsK1q9fL3Ts2FHo16+f8NBDD4nb+XWMbvjYIYWPHdbCxw3jNEnhZdCgQcLkyZMl23r06CFMnz49TC2KLEpLSwUAwqpVqwRBEASPxyO0adNGmDNnjrhPXV2d4HQ6hVdffVUQBEEoLy8XEhMThffff1/c5/jx40JcXJywbNkyQRAEYdeuXQIAYe3ateI+a9asEQAIe/bsCcVPCwlVVVVC165dhaKiImH48OHiIMSvY/TDxw5t+NgROHzcMEeTMxs1NDRg48aNYqVrwujRo7F69eowtSqyIFW+MzMzAQCHDh1CSUmJ5JolJydj+PDh4jXbuHEjXC6XZJ/c3Fz06dNH3GfNmjVwOp0YPHiwuM+QIUPgdDpj6trff//9uO6663DVVVdJtvPrGN3wsUMfPnYEDh83zNF00vH5OHPmDNxuN3JyciTbc3JyUFJSEqZWRQ6CIGDatGm47LLL0KdPHwAQrwvrmh05ckTcJykpCS1btlTsQ75fUlKC7OxsxTmzs7Nj5tq///772LhxIzZs2KD4jF/H6IaPHdrwsSNw+LhhniYnvBDkJe8FQVBsa4pMnToV27Ztw48//qj4LJBrJt+HtX+sXPujR4/ioYcewjfffIOUlBTV/fh1jG742MGGjx2BwceNwGhyZqOsrCzEx8crJM3S0lKFZNvUeOCBB/D5559jxYoVaNeunbi9TZs2AKB5zdq0aYOGhgaUlZVp7nPq1CnFeU+fPh0T137jxo0oLS1Ffn4+EhISkJCQgFWrVuHFF19EQkKC+Bv5dYxO+NihDh87AoePG4HR5ISXpKQk5Ofno6ioSLK9qKgIQ4cODVOrwosgCJg6dSqWLFmC5cuXo1OnTpLPO3XqhDZt2kiuWUNDA1atWiVes/z8fCQmJkr2OXnyJHbs2CHuU1BQgIqKCqxfv17cZ926daioqIiJa3/llVdi+/bt2LJli/g3cOBA/OY3v8GWLVvQuXNnfh2jGD52KOFjR/DwcSNAQu0hHAmQcMc333xT2LVrl/Dwww8LaWlpwuHDh8PdtLBw3333CU6nU1i5cqVw8uRJ8a+mpkbcZ86cOYLT6RSWLFkibN++Xbj9/9u3Q9wEgjAKwNRAEGtQCBJOAIIDINBcgOwVuAOnQHMR/DoMN8ATJI5XR0tDQisomfB9ybjJJjPi5WWy/2Jxd1RvMBhku91mt9tlNpvdHdUbj8dpmiZN02Q0GhU7qvcb36cGEvdYOtlxS3Y8h9x47C3LS5Ks1+sMh8O02+1MJpPraN87arVad9dms7nuuVwuWa1W6ff76XQ6mU6n2e/3N985n89ZLpfp9XrpdruZz+c5HA43e47HY+q6TlVVqaoqdV3ndDr9xzFf4mcIucfyyY4vsuM55MZjH0nymjcfAIC/e7t/XgCAsikvAEBRlBcAoCjKCwBQFOUFACiK8gIAFEV5AQCKorwAAEVRXgCAoigvAEBRlBcAoCjKCwBQlE+8gehb0H57YAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for fig_pos in range(4):\n",
    "    axis1 = fig.add_subplot(2, 2, fig_pos + 1)\n",
    "    axis1.plot(new_pca[fig_pos])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_T = signals.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 12)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_T.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_df = pd.DataFrame(data=signal_T, columns=['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>I</th>\n",
       "      <th>II</th>\n",
       "      <th>III</th>\n",
       "      <th>aVR</th>\n",
       "      <th>aVL</th>\n",
       "      <th>aVF</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.021606</td>\n",
       "      <td>0.130371</td>\n",
       "      <td>0.108826</td>\n",
       "      <td>-0.075989</td>\n",
       "      <td>-0.043213</td>\n",
       "      <td>0.119995</td>\n",
       "      <td>-0.011200</td>\n",
       "      <td>-0.006401</td>\n",
       "      <td>-0.035187</td>\n",
       "      <td>-0.054413</td>\n",
       "      <td>-0.037598</td>\n",
       "      <td>-0.062408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.021606</td>\n",
       "      <td>0.131958</td>\n",
       "      <td>0.109619</td>\n",
       "      <td>-0.076782</td>\n",
       "      <td>-0.044006</td>\n",
       "      <td>0.120789</td>\n",
       "      <td>-0.012001</td>\n",
       "      <td>-0.010399</td>\n",
       "      <td>-0.033600</td>\n",
       "      <td>-0.054413</td>\n",
       "      <td>-0.036804</td>\n",
       "      <td>-0.062408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.020798</td>\n",
       "      <td>0.131958</td>\n",
       "      <td>0.111206</td>\n",
       "      <td>-0.076782</td>\n",
       "      <td>-0.044800</td>\n",
       "      <td>0.121582</td>\n",
       "      <td>-0.011200</td>\n",
       "      <td>-0.013603</td>\n",
       "      <td>-0.031204</td>\n",
       "      <td>-0.052795</td>\n",
       "      <td>-0.036804</td>\n",
       "      <td>-0.062408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.018402</td>\n",
       "      <td>0.132812</td>\n",
       "      <td>0.113586</td>\n",
       "      <td>-0.075989</td>\n",
       "      <td>-0.047211</td>\n",
       "      <td>0.123230</td>\n",
       "      <td>-0.010399</td>\n",
       "      <td>-0.015198</td>\n",
       "      <td>-0.027206</td>\n",
       "      <td>-0.051208</td>\n",
       "      <td>-0.036804</td>\n",
       "      <td>-0.063171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.016006</td>\n",
       "      <td>0.133545</td>\n",
       "      <td>0.116821</td>\n",
       "      <td>-0.074402</td>\n",
       "      <td>-0.050415</td>\n",
       "      <td>0.125610</td>\n",
       "      <td>-0.008003</td>\n",
       "      <td>-0.016800</td>\n",
       "      <td>-0.022400</td>\n",
       "      <td>-0.048798</td>\n",
       "      <td>-0.035187</td>\n",
       "      <td>-0.064026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>0.050415</td>\n",
       "      <td>0.020004</td>\n",
       "      <td>-0.030396</td>\n",
       "      <td>-0.035187</td>\n",
       "      <td>0.040009</td>\n",
       "      <td>-0.004799</td>\n",
       "      <td>0.020004</td>\n",
       "      <td>0.023193</td>\n",
       "      <td>-0.022400</td>\n",
       "      <td>-0.024796</td>\n",
       "      <td>-0.029602</td>\n",
       "      <td>-0.010399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>0.056000</td>\n",
       "      <td>0.031204</td>\n",
       "      <td>-0.024796</td>\n",
       "      <td>-0.043213</td>\n",
       "      <td>0.040009</td>\n",
       "      <td>0.002399</td>\n",
       "      <td>0.013603</td>\n",
       "      <td>0.017593</td>\n",
       "      <td>-0.021606</td>\n",
       "      <td>-0.022400</td>\n",
       "      <td>-0.024796</td>\n",
       "      <td>-0.004799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>0.057587</td>\n",
       "      <td>0.037598</td>\n",
       "      <td>-0.020004</td>\n",
       "      <td>-0.047211</td>\n",
       "      <td>0.038391</td>\n",
       "      <td>0.008797</td>\n",
       "      <td>0.003201</td>\n",
       "      <td>0.005600</td>\n",
       "      <td>-0.027206</td>\n",
       "      <td>-0.024796</td>\n",
       "      <td>-0.021606</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>0.055206</td>\n",
       "      <td>0.038391</td>\n",
       "      <td>-0.016006</td>\n",
       "      <td>-0.047211</td>\n",
       "      <td>0.035187</td>\n",
       "      <td>0.011200</td>\n",
       "      <td>-0.007198</td>\n",
       "      <td>-0.008003</td>\n",
       "      <td>-0.036011</td>\n",
       "      <td>-0.028793</td>\n",
       "      <td>-0.021606</td>\n",
       "      <td>0.000800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>0.050415</td>\n",
       "      <td>0.035187</td>\n",
       "      <td>-0.014397</td>\n",
       "      <td>-0.042389</td>\n",
       "      <td>0.032013</td>\n",
       "      <td>0.009598</td>\n",
       "      <td>-0.017593</td>\n",
       "      <td>-0.020004</td>\n",
       "      <td>-0.044006</td>\n",
       "      <td>-0.034393</td>\n",
       "      <td>-0.024002</td>\n",
       "      <td>0.000800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             I        II       III       aVR       aVL       aVF        V1  \\\n",
       "0     0.021606  0.130371  0.108826 -0.075989 -0.043213  0.119995 -0.011200   \n",
       "1     0.021606  0.131958  0.109619 -0.076782 -0.044006  0.120789 -0.012001   \n",
       "2     0.020798  0.131958  0.111206 -0.076782 -0.044800  0.121582 -0.011200   \n",
       "3     0.018402  0.132812  0.113586 -0.075989 -0.047211  0.123230 -0.010399   \n",
       "4     0.016006  0.133545  0.116821 -0.074402 -0.050415  0.125610 -0.008003   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "4995  0.050415  0.020004 -0.030396 -0.035187  0.040009 -0.004799  0.020004   \n",
       "4996  0.056000  0.031204 -0.024796 -0.043213  0.040009  0.002399  0.013603   \n",
       "4997  0.057587  0.037598 -0.020004 -0.047211  0.038391  0.008797  0.003201   \n",
       "4998  0.055206  0.038391 -0.016006 -0.047211  0.035187  0.011200 -0.007198   \n",
       "4999  0.050415  0.035187 -0.014397 -0.042389  0.032013  0.009598 -0.017593   \n",
       "\n",
       "            V2        V3        V4        V5        V6  \n",
       "0    -0.006401 -0.035187 -0.054413 -0.037598 -0.062408  \n",
       "1    -0.010399 -0.033600 -0.054413 -0.036804 -0.062408  \n",
       "2    -0.013603 -0.031204 -0.052795 -0.036804 -0.062408  \n",
       "3    -0.015198 -0.027206 -0.051208 -0.036804 -0.063171  \n",
       "4    -0.016800 -0.022400 -0.048798 -0.035187 -0.064026  \n",
       "...        ...       ...       ...       ...       ...  \n",
       "4995  0.023193 -0.022400 -0.024796 -0.029602 -0.010399  \n",
       "4996  0.017593 -0.021606 -0.022400 -0.024796 -0.004799  \n",
       "4997  0.005600 -0.027206 -0.024796 -0.021606  0.000000  \n",
       "4998 -0.008003 -0.036011 -0.028793 -0.021606  0.000800  \n",
       "4999 -0.020004 -0.044006 -0.034393 -0.024002  0.000800  \n",
       "\n",
       "[5000 rows x 12 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1db280c8be0>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(signal_df['I'][150:500])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_corr_matrix = signal_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>I</th>\n",
       "      <th>II</th>\n",
       "      <th>III</th>\n",
       "      <th>aVR</th>\n",
       "      <th>aVL</th>\n",
       "      <th>aVF</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>I</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.705279</td>\n",
       "      <td>-0.532402</td>\n",
       "      <td>-0.934377</td>\n",
       "      <td>0.914182</td>\n",
       "      <td>0.179789</td>\n",
       "      <td>0.117774</td>\n",
       "      <td>0.403844</td>\n",
       "      <td>0.797446</td>\n",
       "      <td>0.890900</td>\n",
       "      <td>0.922519</td>\n",
       "      <td>0.920975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>II</th>\n",
       "      <td>0.705279</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.224583</td>\n",
       "      <td>-0.911560</td>\n",
       "      <td>0.357459</td>\n",
       "      <td>0.824158</td>\n",
       "      <td>-0.160525</td>\n",
       "      <td>0.146682</td>\n",
       "      <td>0.447488</td>\n",
       "      <td>0.582001</td>\n",
       "      <td>0.609839</td>\n",
       "      <td>0.608983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>III</th>\n",
       "      <td>-0.532402</td>\n",
       "      <td>0.224583</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.195908</td>\n",
       "      <td>-0.829767</td>\n",
       "      <td>0.736952</td>\n",
       "      <td>-0.353898</td>\n",
       "      <td>-0.380224</td>\n",
       "      <td>-0.562045</td>\n",
       "      <td>-0.529752</td>\n",
       "      <td>-0.539938</td>\n",
       "      <td>-0.539037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aVR</th>\n",
       "      <td>-0.934377</td>\n",
       "      <td>-0.911560</td>\n",
       "      <td>0.195908</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.709819</td>\n",
       "      <td>-0.518437</td>\n",
       "      <td>0.012486</td>\n",
       "      <td>-0.307833</td>\n",
       "      <td>-0.687357</td>\n",
       "      <td>-0.809175</td>\n",
       "      <td>-0.841566</td>\n",
       "      <td>-0.840203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aVL</th>\n",
       "      <td>0.914182</td>\n",
       "      <td>0.357459</td>\n",
       "      <td>-0.829767</td>\n",
       "      <td>-0.709819</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.234296</td>\n",
       "      <td>0.246852</td>\n",
       "      <td>0.448145</td>\n",
       "      <td>0.794786</td>\n",
       "      <td>0.840996</td>\n",
       "      <td>0.866791</td>\n",
       "      <td>0.865230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aVF</th>\n",
       "      <td>0.179789</td>\n",
       "      <td>0.824158</td>\n",
       "      <td>0.736952</td>\n",
       "      <td>-0.518437</td>\n",
       "      <td>-0.234296</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.317339</td>\n",
       "      <td>-0.119449</td>\n",
       "      <td>-0.016411</td>\n",
       "      <td>0.095740</td>\n",
       "      <td>0.109180</td>\n",
       "      <td>0.108975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V1</th>\n",
       "      <td>0.117774</td>\n",
       "      <td>-0.160525</td>\n",
       "      <td>-0.353898</td>\n",
       "      <td>0.012486</td>\n",
       "      <td>0.246852</td>\n",
       "      <td>-0.317339</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.800119</td>\n",
       "      <td>0.598350</td>\n",
       "      <td>0.407314</td>\n",
       "      <td>0.264063</td>\n",
       "      <td>0.104934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V2</th>\n",
       "      <td>0.403844</td>\n",
       "      <td>0.146682</td>\n",
       "      <td>-0.380224</td>\n",
       "      <td>-0.307833</td>\n",
       "      <td>0.448145</td>\n",
       "      <td>-0.119449</td>\n",
       "      <td>0.800119</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.760577</td>\n",
       "      <td>0.607420</td>\n",
       "      <td>0.516211</td>\n",
       "      <td>0.332017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V3</th>\n",
       "      <td>0.797446</td>\n",
       "      <td>0.447488</td>\n",
       "      <td>-0.562045</td>\n",
       "      <td>-0.687357</td>\n",
       "      <td>0.794786</td>\n",
       "      <td>-0.016411</td>\n",
       "      <td>0.598350</td>\n",
       "      <td>0.760577</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.939961</td>\n",
       "      <td>0.888255</td>\n",
       "      <td>0.766274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V4</th>\n",
       "      <td>0.890900</td>\n",
       "      <td>0.582001</td>\n",
       "      <td>-0.529752</td>\n",
       "      <td>-0.809175</td>\n",
       "      <td>0.840996</td>\n",
       "      <td>0.095740</td>\n",
       "      <td>0.407314</td>\n",
       "      <td>0.607420</td>\n",
       "      <td>0.939961</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.971611</td>\n",
       "      <td>0.888665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V5</th>\n",
       "      <td>0.922519</td>\n",
       "      <td>0.609839</td>\n",
       "      <td>-0.539938</td>\n",
       "      <td>-0.841566</td>\n",
       "      <td>0.866791</td>\n",
       "      <td>0.109180</td>\n",
       "      <td>0.264063</td>\n",
       "      <td>0.516211</td>\n",
       "      <td>0.888255</td>\n",
       "      <td>0.971611</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.934001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V6</th>\n",
       "      <td>0.920975</td>\n",
       "      <td>0.608983</td>\n",
       "      <td>-0.539037</td>\n",
       "      <td>-0.840203</td>\n",
       "      <td>0.865230</td>\n",
       "      <td>0.108975</td>\n",
       "      <td>0.104934</td>\n",
       "      <td>0.332017</td>\n",
       "      <td>0.766274</td>\n",
       "      <td>0.888665</td>\n",
       "      <td>0.934001</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            I        II       III       aVR       aVL       aVF        V1  \\\n",
       "I    1.000000  0.705279 -0.532402 -0.934377  0.914182  0.179789  0.117774   \n",
       "II   0.705279  1.000000  0.224583 -0.911560  0.357459  0.824158 -0.160525   \n",
       "III -0.532402  0.224583  1.000000  0.195908 -0.829767  0.736952 -0.353898   \n",
       "aVR -0.934377 -0.911560  0.195908  1.000000 -0.709819 -0.518437  0.012486   \n",
       "aVL  0.914182  0.357459 -0.829767 -0.709819  1.000000 -0.234296  0.246852   \n",
       "aVF  0.179789  0.824158  0.736952 -0.518437 -0.234296  1.000000 -0.317339   \n",
       "V1   0.117774 -0.160525 -0.353898  0.012486  0.246852 -0.317339  1.000000   \n",
       "V2   0.403844  0.146682 -0.380224 -0.307833  0.448145 -0.119449  0.800119   \n",
       "V3   0.797446  0.447488 -0.562045 -0.687357  0.794786 -0.016411  0.598350   \n",
       "V4   0.890900  0.582001 -0.529752 -0.809175  0.840996  0.095740  0.407314   \n",
       "V5   0.922519  0.609839 -0.539938 -0.841566  0.866791  0.109180  0.264063   \n",
       "V6   0.920975  0.608983 -0.539037 -0.840203  0.865230  0.108975  0.104934   \n",
       "\n",
       "           V2        V3        V4        V5        V6  \n",
       "I    0.403844  0.797446  0.890900  0.922519  0.920975  \n",
       "II   0.146682  0.447488  0.582001  0.609839  0.608983  \n",
       "III -0.380224 -0.562045 -0.529752 -0.539938 -0.539037  \n",
       "aVR -0.307833 -0.687357 -0.809175 -0.841566 -0.840203  \n",
       "aVL  0.448145  0.794786  0.840996  0.866791  0.865230  \n",
       "aVF -0.119449 -0.016411  0.095740  0.109180  0.108975  \n",
       "V1   0.800119  0.598350  0.407314  0.264063  0.104934  \n",
       "V2   1.000000  0.760577  0.607420  0.516211  0.332017  \n",
       "V3   0.760577  1.000000  0.939961  0.888255  0.766274  \n",
       "V4   0.607420  0.939961  1.000000  0.971611  0.888665  \n",
       "V5   0.516211  0.888255  0.971611  1.000000  0.934001  \n",
       "V6   0.332017  0.766274  0.888665  0.934001  1.000000  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_corr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "I      1.000000\n",
       "V5     0.922519\n",
       "V6     0.920975\n",
       "aVL    0.914182\n",
       "V4     0.890900\n",
       "V3     0.797446\n",
       "II     0.705279\n",
       "V2     0.403844\n",
       "aVF    0.179789\n",
       "V1     0.117774\n",
       "III   -0.532402\n",
       "aVR   -0.934377\n",
       "Name: I, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal_corr_matrix['I'].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1db28123f40>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(signal_df['I'], signal_df['V5'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.plotting import scatter_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "attributes = ['I', 'V5', 'V6', 'aVL', 'V4', 'aVR']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB28145DF0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB281B2340>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB281DF730>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB2820EB20>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB2823BF10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27ED89D0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27E7F100>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB2821E3D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C79F310>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C8419D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C8ADB50>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C785760>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C959910>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C826E80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DAEB790>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DAF9610>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1A6BF700>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C898880>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C792E80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C8612B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C77B6A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C755A90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1D997E80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1D9D52B0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DA026A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DA30A90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DA5CE80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DA972B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27F626A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27F90A90>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27FBFE80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB27FFA2B0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB280276A0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB28055A90>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB28082E80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB282F3D30>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter_matrix(signal_df[attributes], figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  29.,   86., 4333.,  442.,   23.,   15.,   11.,   17.,   19.,\n",
       "          25.]),\n",
       " array([-0.3047 , -0.1879 , -0.071  ,  0.04584,  0.1627 ,  0.2795 ,\n",
       "         0.3965 ,  0.513  ,  0.63   ,  0.747  ,  0.864  ], dtype=float16),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "axi1 = fig.add_subplot(1, 2, 1)\n",
    "axi2 = fig.add_subplot(1, 2, 2)\n",
    "axi1.plot(signal_df['I'])\n",
    "axi2.hist(signal_df['I'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB28145EE0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29C48100>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29C5F460>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29C87B80>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29CC02E0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29CE6940>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB29CE6A30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB25E1F910>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1C77B790>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001DB1DA707F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB2851E910>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001DB285F36A0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1500 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "signal_df.hist(bins=50, figsize=(20,15))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "probando maximun modulus line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_abs = abs(signal_df['I'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure()\n",
    "axi1 = fig.add_subplot(1, 2, 1)\n",
    "axi2 = fig.add_subplot(1, 2, 2)\n",
    "axi1.plot(signal_df['I'])\n",
    "axi2.plot(signal_abs)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.5 ('ecg_biomarkers': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "d39f5264c2f26cb0964d5a98dbbf3a9d2bc7301339817434e4f0ffa82f5f047f"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
